{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# From `zipline` to `pyfolio`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[Pyfolio](http://quantopian.github.io/pyfolio/) facilitates the analysis of portfolio performance and risk in-sample and out-of-sample using many standard metrics. It produces tear sheets covering the analysis of returns, positions, and transactions, as well as event risk during periods of market stress using several built-in scenarios, and also includes Bayesian out-of-sample performance analysis.\n",
    "\n",
    "* Open-source backtester by Quantopian Inc.\n",
    "* Powers Quantopian.com\n",
    "* State-of-the-art portfolio and risk analytics\n",
    "* Various models for transaction costs and slippage.\n",
    "* Open source and free: Apache v2 license\n",
    "* Can be used:\n",
    "   - stand alone\n",
    "   - with Zipline\n",
    "   - on Quantopian"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "Run this note the following from the command line to create a `conda` environment with `zipline` and `pyfolio`: \n",
    "```\n",
    "conda env create -f environment.yml\n",
    "```\n",
    "This assumes you have miniconda3 installed."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Imports & Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-30T23:26:20.048724Z",
     "start_time": "2018-10-30T23:26:20.040160Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "from pathlib import Path\n",
    "import warnings\n",
    "import re\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-30T23:26:20.071167Z",
     "start_time": "2018-10-30T23:26:20.053401Z"
    },
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "from pyfolio.utils import extract_rets_pos_txn_from_zipline\n",
    "from pyfolio.plotting import (plot_perf_stats,\n",
    "                              show_perf_stats,\n",
    "                              plot_rolling_beta,\n",
    "                              plot_rolling_fama_french,\n",
    "                              plot_rolling_returns,\n",
    "                              plot_rolling_sharpe,\n",
    "                              plot_rolling_volatility,\n",
    "                              plot_drawdown_periods,\n",
    "                              plot_drawdown_underwater)\n",
    "\n",
    "from pyfolio.timeseries import perf_stats, extract_interesting_date_ranges\n",
    "# from pyfolio.tears import create_returns_tear_sheet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-30T23:26:20.084582Z",
     "start_time": "2018-10-30T23:26:20.073316Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "plt.style.use('fivethirtyeight')\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Converting data from zipline to pyfolio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-30T23:26:20.749774Z",
     "start_time": "2018-10-30T23:26:20.086326Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 2013 entries, 2010-01-04 to 2017-12-29\n",
      "Data columns (total 39 columns):\n",
      "algo_volatility            2012 non-null float64\n",
      "algorithm_period_return    2013 non-null float64\n",
      "alpha                      1819 non-null float64\n",
      "benchmark_period_return    2013 non-null float64\n",
      "benchmark_volatility       2012 non-null float64\n",
      "beta                       1819 non-null float64\n",
      "capital_used               2013 non-null float64\n",
      "ending_cash                2013 non-null float64\n",
      "ending_exposure            2013 non-null float64\n",
      "ending_value               2013 non-null float64\n",
      "excess_return              2013 non-null float64\n",
      "factor_data                2013 non-null object\n",
      "gross_leverage             2013 non-null float64\n",
      "long_exposure              2013 non-null float64\n",
      "long_value                 2013 non-null float64\n",
      "longs_count                2013 non-null int64\n",
      "max_drawdown               2013 non-null float64\n",
      "max_leverage               2013 non-null float64\n",
      "net_leverage               2013 non-null float64\n",
      "orders                     2013 non-null object\n",
      "period_close               2013 non-null datetime64[ns, UTC]\n",
      "period_label               2013 non-null object\n",
      "period_open                2013 non-null datetime64[ns, UTC]\n",
      "pnl                        2013 non-null float64\n",
      "portfolio_value            2013 non-null float64\n",
      "positions                  2013 non-null object\n",
      "prices                     2013 non-null object\n",
      "returns                    2013 non-null float64\n",
      "sharpe                     2012 non-null float64\n",
      "short_exposure             2013 non-null float64\n",
      "short_value                2013 non-null float64\n",
      "shorts_count               2013 non-null int64\n",
      "sortino                    2012 non-null float64\n",
      "starting_cash              2013 non-null float64\n",
      "starting_exposure          2013 non-null float64\n",
      "starting_value             2013 non-null float64\n",
      "trading_days               2013 non-null int64\n",
      "transactions               2013 non-null object\n",
      "treasury_period_return     2013 non-null float64\n",
      "dtypes: datetime64[ns, UTC](2), float64(28), int64(3), object(6)\n",
      "memory usage: 629.1+ KB\n"
     ]
    }
   ],
   "source": [
    "with pd.HDFStore('../01_trading_zipline/backtests.h5') as store:\n",
    "    backtest = store['backtest']\n",
    "backtest.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`pyfolio` relies on portfolio returns and position data, and can also take into account the transaction costs and slippage losses of trading activity. The metrics are computed using the empyrical library that can also be used on a standalone basis. The performance DataFrame produced by the zipline backtesting engine can be translated into the requisite pyfolio input."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-30T23:26:21.230039Z",
     "start_time": "2018-10-30T23:26:20.750999Z"
    }
   },
   "outputs": [],
   "source": [
    "returns, positions, transactions = extract_rets_pos_txn_from_zipline(backtest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-30T23:26:21.245984Z",
     "start_time": "2018-10-30T23:26:21.231551Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2010-01-04 00:00:00+00:00    0.000000\n",
       "2010-01-05 00:00:00+00:00   -0.000013\n",
       "2010-01-06 00:00:00+00:00    0.003291\n",
       "2010-01-07 00:00:00+00:00   -0.001066\n",
       "2010-01-08 00:00:00+00:00    0.002430\n",
       "2017-12-22 00:00:00+00:00   -0.006448\n",
       "2017-12-26 00:00:00+00:00   -0.001845\n",
       "2017-12-27 00:00:00+00:00    0.001239\n",
       "2017-12-28 00:00:00+00:00    0.004486\n",
       "2017-12-29 00:00:00+00:00   -0.005241\n",
       "Name: returns, dtype: float64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "returns.head().append(returns.tail())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-30T23:26:21.267123Z",
     "start_time": "2018-10-30T23:26:21.247051Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 2012 entries, 2010-01-05 to 2017-12-29\n",
      "Columns: 1717 entries, A to cash\n",
      "dtypes: float64(1717)\n",
      "memory usage: 26.4 MB\n"
     ]
    }
   ],
   "source": [
    "positions.columns = [c.symbol for c in positions.columns[:-1]] + ['cash']\n",
    "positions.index = positions.index.normalize()\n",
    "positions.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-30T23:26:21.271360Z",
     "start_time": "2018-10-30T23:26:21.268496Z"
    }
   },
   "outputs": [],
   "source": [
    "transactions.symbol = transactions.symbol.apply(lambda x: x.symbol)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-30T23:26:21.297013Z",
     "start_time": "2018-10-30T23:26:21.274164Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>amount</th>\n",
       "      <th>commission</th>\n",
       "      <th>dt</th>\n",
       "      <th>order_id</th>\n",
       "      <th>price</th>\n",
       "      <th>sid</th>\n",
       "      <th>symbol</th>\n",
       "      <th>txn_dollars</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-05 21:00:00+00:00</th>\n",
       "      <td>1342</td>\n",
       "      <td>None</td>\n",
       "      <td>2010-01-05 21:00:00+00:00</td>\n",
       "      <td>ba0ce116ed1046b5ad832fe011a05144</td>\n",
       "      <td>37.630001</td>\n",
       "      <td>Equity(262 [ATW])</td>\n",
       "      <td>ATW</td>\n",
       "      <td>-50499.461342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-05 21:00:00+00:00</th>\n",
       "      <td>1575</td>\n",
       "      <td>None</td>\n",
       "      <td>2010-01-05 21:00:00+00:00</td>\n",
       "      <td>bc9b2812dade4e1dac1e977b32245e0e</td>\n",
       "      <td>30.710002</td>\n",
       "      <td>Equity(263 [AUXL])</td>\n",
       "      <td>AUXL</td>\n",
       "      <td>-48368.253022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-05 21:00:00+00:00</th>\n",
       "      <td>2668</td>\n",
       "      <td>None</td>\n",
       "      <td>2010-01-05 21:00:00+00:00</td>\n",
       "      <td>96b3ecabf268431283f7c41c09c2708a</td>\n",
       "      <td>19.050000</td>\n",
       "      <td>Equity(521 [CDE])</td>\n",
       "      <td>CDE</td>\n",
       "      <td>-50825.400612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-05 21:00:00+00:00</th>\n",
       "      <td>8169</td>\n",
       "      <td>None</td>\n",
       "      <td>2010-01-05 21:00:00+00:00</td>\n",
       "      <td>e77c308f06af401198fe01327af80480</td>\n",
       "      <td>6.060000</td>\n",
       "      <td>Equity(523 [CDNS])</td>\n",
       "      <td>CDNS</td>\n",
       "      <td>-49504.142084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-05 21:00:00+00:00</th>\n",
       "      <td>2145</td>\n",
       "      <td>None</td>\n",
       "      <td>2010-01-05 21:00:00+00:00</td>\n",
       "      <td>3b0a7ef542d8479b86d6e0538cccbe10</td>\n",
       "      <td>23.300000</td>\n",
       "      <td>Equity(528 [CECO])</td>\n",
       "      <td>CECO</td>\n",
       "      <td>-49978.500972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-29 21:00:00+00:00</th>\n",
       "      <td>-161</td>\n",
       "      <td>None</td>\n",
       "      <td>2017-12-29 21:00:00+00:00</td>\n",
       "      <td>a5a7dec2cd1f4d73b23b52876cb4d58e</td>\n",
       "      <td>103.799999</td>\n",
       "      <td>Equity(3181 [ZBRA])</td>\n",
       "      <td>ZBRA</td>\n",
       "      <td>16711.799828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-29 21:00:00+00:00</th>\n",
       "      <td>500</td>\n",
       "      <td>None</td>\n",
       "      <td>2017-12-29 21:00:00+00:00</td>\n",
       "      <td>037f1a6be1504e03ad433b69ada7741c</td>\n",
       "      <td>54.160003</td>\n",
       "      <td>Equity(2351 [QTS])</td>\n",
       "      <td>QTS</td>\n",
       "      <td>-27080.001689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-29 21:00:00+00:00</th>\n",
       "      <td>4170</td>\n",
       "      <td>None</td>\n",
       "      <td>2017-12-29 21:00:00+00:00</td>\n",
       "      <td>6c5637c790c34c99a8d7b56084d53266</td>\n",
       "      <td>16.260001</td>\n",
       "      <td>Equity(2889 [TWO])</td>\n",
       "      <td>TWO</td>\n",
       "      <td>-67804.204236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-29 21:00:00+00:00</th>\n",
       "      <td>305</td>\n",
       "      <td>None</td>\n",
       "      <td>2017-12-29 21:00:00+00:00</td>\n",
       "      <td>24c481aaf4074d0e94971028dcfd1fa4</td>\n",
       "      <td>64.510001</td>\n",
       "      <td>Equity(2890 [TWOU])</td>\n",
       "      <td>TWOU</td>\n",
       "      <td>-19675.550307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-29 21:00:00+00:00</th>\n",
       "      <td>-562</td>\n",
       "      <td>None</td>\n",
       "      <td>2017-12-29 21:00:00+00:00</td>\n",
       "      <td>f76a53537c1740f08b8b9a6e51075dbe</td>\n",
       "      <td>23.090000</td>\n",
       "      <td>Equity(2918 [UCTT])</td>\n",
       "      <td>UCTT</td>\n",
       "      <td>12976.579998</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           amount commission                        dt  \\\n",
       "2010-01-05 21:00:00+00:00    1342       None 2010-01-05 21:00:00+00:00   \n",
       "2010-01-05 21:00:00+00:00    1575       None 2010-01-05 21:00:00+00:00   \n",
       "2010-01-05 21:00:00+00:00    2668       None 2010-01-05 21:00:00+00:00   \n",
       "2010-01-05 21:00:00+00:00    8169       None 2010-01-05 21:00:00+00:00   \n",
       "2010-01-05 21:00:00+00:00    2145       None 2010-01-05 21:00:00+00:00   \n",
       "2017-12-29 21:00:00+00:00    -161       None 2017-12-29 21:00:00+00:00   \n",
       "2017-12-29 21:00:00+00:00     500       None 2017-12-29 21:00:00+00:00   \n",
       "2017-12-29 21:00:00+00:00    4170       None 2017-12-29 21:00:00+00:00   \n",
       "2017-12-29 21:00:00+00:00     305       None 2017-12-29 21:00:00+00:00   \n",
       "2017-12-29 21:00:00+00:00    -562       None 2017-12-29 21:00:00+00:00   \n",
       "\n",
       "                                                   order_id       price  \\\n",
       "2010-01-05 21:00:00+00:00  ba0ce116ed1046b5ad832fe011a05144   37.630001   \n",
       "2010-01-05 21:00:00+00:00  bc9b2812dade4e1dac1e977b32245e0e   30.710002   \n",
       "2010-01-05 21:00:00+00:00  96b3ecabf268431283f7c41c09c2708a   19.050000   \n",
       "2010-01-05 21:00:00+00:00  e77c308f06af401198fe01327af80480    6.060000   \n",
       "2010-01-05 21:00:00+00:00  3b0a7ef542d8479b86d6e0538cccbe10   23.300000   \n",
       "2017-12-29 21:00:00+00:00  a5a7dec2cd1f4d73b23b52876cb4d58e  103.799999   \n",
       "2017-12-29 21:00:00+00:00  037f1a6be1504e03ad433b69ada7741c   54.160003   \n",
       "2017-12-29 21:00:00+00:00  6c5637c790c34c99a8d7b56084d53266   16.260001   \n",
       "2017-12-29 21:00:00+00:00  24c481aaf4074d0e94971028dcfd1fa4   64.510001   \n",
       "2017-12-29 21:00:00+00:00  f76a53537c1740f08b8b9a6e51075dbe   23.090000   \n",
       "\n",
       "                                           sid symbol   txn_dollars  \n",
       "2010-01-05 21:00:00+00:00    Equity(262 [ATW])    ATW -50499.461342  \n",
       "2010-01-05 21:00:00+00:00   Equity(263 [AUXL])   AUXL -48368.253022  \n",
       "2010-01-05 21:00:00+00:00    Equity(521 [CDE])    CDE -50825.400612  \n",
       "2010-01-05 21:00:00+00:00   Equity(523 [CDNS])   CDNS -49504.142084  \n",
       "2010-01-05 21:00:00+00:00   Equity(528 [CECO])   CECO -49978.500972  \n",
       "2017-12-29 21:00:00+00:00  Equity(3181 [ZBRA])   ZBRA  16711.799828  \n",
       "2017-12-29 21:00:00+00:00   Equity(2351 [QTS])    QTS -27080.001689  \n",
       "2017-12-29 21:00:00+00:00   Equity(2889 [TWO])    TWO -67804.204236  \n",
       "2017-12-29 21:00:00+00:00  Equity(2890 [TWOU])   TWOU -19675.550307  \n",
       "2017-12-29 21:00:00+00:00  Equity(2918 [UCTT])   UCTT  12976.579998  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "transactions.head().append(transactions.tail())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-30T23:26:21.306045Z",
     "start_time": "2018-10-30T23:26:21.298904Z"
    }
   },
   "outputs": [],
   "source": [
    "HDF_PATH = Path('..', '..', 'data', 'assets.h5')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sector Map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-30T23:26:21.330320Z",
     "start_time": "2018-10-30T23:26:21.307255Z"
    }
   },
   "outputs": [],
   "source": [
    "assets = positions.columns[:-1]\n",
    "with pd.HDFStore(HDF_PATH) as store:\n",
    "    df = store.get('us_equities/stocks')['sector'].dropna()\n",
    "    df = df[~df.index.duplicated()]\n",
    "sector_map = df.reindex(assets).fillna('Unknown').to_dict()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Benchmark"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-30T23:26:21.358586Z",
     "start_time": "2018-10-30T23:26:21.331602Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "date\n",
       "2017-12-22 00:00:00+00:00   -0.000458\n",
       "2017-12-26 00:00:00+00:00   -0.001058\n",
       "2017-12-27 00:00:00+00:00    0.000791\n",
       "2017-12-28 00:00:00+00:00    0.001834\n",
       "2017-12-29 00:00:00+00:00   -0.005183\n",
       "Name: S&P500, dtype: float64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with pd.HDFStore(HDF_PATH) as store:\n",
    "    benchmark_rets = store['sp500/prices'].close.pct_change()\n",
    "benchmark_rets.name = 'S&P500'\n",
    "benchmark_rets = benchmark_rets.tz_localize('UTC').filter(returns.index)\n",
    "benchmark_rets.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-30T23:26:21.392320Z",
     "start_time": "2018-10-30T23:26:21.359851Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Annual return          0.049890\n",
       "Cumulative returns     0.475359\n",
       "Annual volatility      0.085951\n",
       "Sharpe ratio           0.609440\n",
       "Calmar ratio           0.455694\n",
       "Stability              0.932530\n",
       "Max drawdown          -0.109481\n",
       "Omega ratio            1.122683\n",
       "Sortino ratio          0.879044\n",
       "Skew                  -0.032073\n",
       "Kurtosis               7.164640\n",
       "Tail ratio             1.014405\n",
       "Daily value at risk   -0.010621\n",
       "Gross leverage         0.401869\n",
       "Daily turnover         0.040424\n",
       "Alpha                 -0.007162\n",
       "Beta                   0.494708\n",
       "dtype: float64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "perf_stats(returns=returns, factor_returns=benchmark_rets, positions=positions, transactions=transactions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-30T23:26:27.763180Z",
     "start_time": "2018-10-30T23:26:21.394088Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f4a1f332630>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_perf_stats(returns=returns, factor_returns=benchmark_rets)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Returns Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Testing a trading strategy involves backtesting against historical data to fine-tune alpha factor parameters, as well as forward-testing against new market data to validate that the strategy performs well out of sample or if the parameters are too closely tailored to specific historical circumstances.\n",
    "\n",
    "Pyfolio allows for the designation of an out-of-sample period to simulate walk-forward testing. There are numerous aspects to take into account when testing a strategy to obtain statistically reliable results, which we will address here. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-30T23:26:27.766402Z",
     "start_time": "2018-10-30T23:26:27.764554Z"
    }
   },
   "outputs": [],
   "source": [
    "oos_date = '2017-01-01'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-30T23:26:27.858444Z",
     "start_time": "2018-10-30T23:26:27.767925Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "In-sample months: 83\n",
      "Out-of-sample months: 11\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>All</th>\n",
       "      <th>In-sample</th>\n",
       "      <th>Out-of-sample</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Annual return</th>\n",
       "      <td>5.0%</td>\n",
       "      <td>4.9%</td>\n",
       "      <td>5.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cumulative returns</th>\n",
       "      <td>47.5%</td>\n",
       "      <td>39.8%</td>\n",
       "      <td>5.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Annual volatility</th>\n",
       "      <td>8.6%</td>\n",
       "      <td>9.0%</td>\n",
       "      <td>4.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sharpe ratio</th>\n",
       "      <td>0.61</td>\n",
       "      <td>0.58</td>\n",
       "      <td>1.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Calmar ratio</th>\n",
       "      <td>0.46</td>\n",
       "      <td>0.45</td>\n",
       "      <td>2.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stability</th>\n",
       "      <td>0.93</td>\n",
       "      <td>0.91</td>\n",
       "      <td>0.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max drawdown</th>\n",
       "      <td>-10.9%</td>\n",
       "      <td>-10.9%</td>\n",
       "      <td>-2.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Omega ratio</th>\n",
       "      <td>1.12</td>\n",
       "      <td>1.12</td>\n",
       "      <td>1.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sortino ratio</th>\n",
       "      <td>0.88</td>\n",
       "      <td>0.83</td>\n",
       "      <td>1.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Skew</th>\n",
       "      <td>-0.03</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kurtosis</th>\n",
       "      <td>7.16</td>\n",
       "      <td>6.62</td>\n",
       "      <td>0.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tail ratio</th>\n",
       "      <td>1.01</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Daily value at risk</th>\n",
       "      <td>-1.1%</td>\n",
       "      <td>-1.1%</td>\n",
       "      <td>-0.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gross leverage</th>\n",
       "      <td>0.40</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Daily turnover</th>\n",
       "      <td>4.0%</td>\n",
       "      <td>4.0%</td>\n",
       "      <td>4.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alpha</th>\n",
       "      <td>-0.01</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>-0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Beta</th>\n",
       "      <td>0.49</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.54</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        All In-sample Out-of-sample\n",
       "Annual return          5.0%      4.9%          5.6%\n",
       "Cumulative returns    47.5%     39.8%          5.5%\n",
       "Annual volatility      8.6%      9.0%          4.9%\n",
       "Sharpe ratio           0.61      0.58          1.13\n",
       "Calmar ratio           0.46      0.45          2.09\n",
       "Stability              0.93      0.91          0.60\n",
       "Max drawdown         -10.9%    -10.9%         -2.7%\n",
       "Omega ratio            1.12      1.12          1.20\n",
       "Sortino ratio          0.88      0.83          1.70\n",
       "Skew                  -0.03     -0.03          0.07\n",
       "Kurtosis               7.16      6.62          0.20\n",
       "Tail ratio             1.01      1.00          1.11\n",
       "Daily value at risk   -1.1%     -1.1%         -0.6%\n",
       "Gross leverage         0.40      0.40          0.45\n",
       "Daily turnover         4.0%      4.0%          4.2%\n",
       "Alpha                 -0.01     -0.00         -0.04\n",
       "Beta                   0.49      0.49          0.54"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_perf_stats(returns=returns, \n",
    "                factor_returns=benchmark_rets, \n",
    "                positions=positions, \n",
    "                transactions=transactions, \n",
    "                live_start_date=oos_date)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Rolling Returns OOS"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `plot_rolling_returns` function displays cumulative in and out-of-sample returns against a user-defined benchmark (we are using the S&P 500):\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-30T23:26:28.190056Z",
     "start_time": "2018-10-30T23:26:27.859511Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_rolling_returns(returns=returns, factor_returns=benchmark_rets, live_start_date=oos_date, cone_std=(1.0, 1.5, 2.0))\n",
    "plt.gcf().set_size_inches(14, 8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The plot includes a cone that shows expanding confidence intervals to indicate when out-of-sample returns appear unlikely given random-walk assumptions. Here, our strategy did not perform well against the benchmark during the simulated 2017 out-of-sample period"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary Performance Statistics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "pyfolio offers several analytic functions and plots. The perf_stats summary displays the annual and cumulative returns, volatility, skew, and kurtosis of returns and the SR. The following additional metrics (which can also be calculated individually) are most important:\n",
    "- Max drawdown: Highest percentage loss from the previous peak\n",
    "- Calmar ratio: Annual portfolio return relative to maximal drawdown\n",
    "- Omega ratio: The probability-weighted ratio of gains versus losses for a return target, zero per default\n",
    "- Sortino ratio: Excess return relative to downside standard deviation\n",
    "- Tail ratio: Size of the right tail (gains, the absolute value of the 95th percentile) relative to the size of the left tail (losses, abs. value of the 5th percentile) \n",
    "- Daily value at risk (VaR): Loss corresponding to a return two standard deviations below the daily mean\n",
    "- Alpha: Portfolio return unexplained by the benchmark return\n",
    "- Beta: Exposure to the benchmark\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Rolling Sharpe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-30T23:26:28.427117Z",
     "start_time": "2018-10-30T23:26:28.191470Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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pyaR/58SJEw0j5spZC24B86+59D0qPV+l/585cybGjRtnc9utUWpjUVERZs+ejTp16mDXrl0mWdqDBw865NjGn1kl5fnMhoSEwN/f33AjQK558+YAoDjadunzgZKppYCSfsUVyX5WhLX3ITc3F9nZ2ZIBx9xN6fte3j7MRETOxj64RERurHHjxpgwYQJu3ryJWbNmSdaV9uNMTk42eV5GRgb+/vtvBAcHm2SvKlO1atUQERGBK1eu4MyZMybrzU25U1GlAbW5fri2On36NFq2bGkS3Or1euzfv9+ufSsFx1lZWTh27BiCgoIM5ysmJgYAKmVe38zMTNy4cQMxMTEmwe2tW7cUS2UrkjG09JkFYMhUy/ubm9OmTRtcvXpVMTDt2rUrBEHAyZMnTUqtARimt1GaP9fZqlatiqZNmyI9PR3//POPyfpffvkFgO3vgzn2ZHWtKe3ra60kn4iosjHAJSJyc2PGjEGtWrXwzTff4OTJk4blTzzxBICSEVxLM19ASXD3xhtvIDc3F48++mi55vp0hqFDh0IURUyfPl1S7njp0iXFaVAsWbVqFZKSkhTLJq9cuYKvvvoKgHI/1/Jo1KgRTp8+Lek3KYoi5syZoxiQlMeKFStMAsZZs2YhJycHCQkJhvN11113oVOnTti0aRO+/PJLxaD95MmTZge7Ko/Q0FAEBQXh999/x61btwzLCwsL8corryj2sywdqOrixYs2H6dDhw5o2bIlfv31V6xYsUKybteuXdiwYQNq1aqFPn362LS/Ll26QBRFHDp0yGRdo0aN0Lt3b1y9ehXz58+XrNuxYwe2b9+O6tWrIy4uzub2O9KTTz4JoGTUZOPBu7KzszFjxgwAqNAgWMYqco5sVZrVLx2tmYjIXbBEmYjIzVWtWhUTJ07EtGnTMGvWLHz++ecASjJ8L774IubNm4fY2FgMHDgQ1apVQ1JSEo4cOYKoqChMmzbNxa0HJkyYgI0bN2Lt2rU4deoUunfvjlu3bmHNmjWIjY3Fxo0bFUfBVXLo0CEsXrwYderUQceOHQ3Zt3PnzmHbtm3Iy8tDTEwMRo4caVebx4wZgxdeeAFdu3bFgAED4OfnZxgBuHfv3tiyZUuF992jRw/07t0bDz30EOrUqYO9e/fiwIEDiIiIMIyeW2rJkiWIj4/HhAkT8Mknn6B9+/aoUaMGLl26hH/++Qd//PEHli1bZjKwUXmpVCo899xz+OCDD3DfffehT58+KCwsRHJyMq5fv44uXbqYZF0jIyPRsGFD7Nu3DyNHjkSzZs2gVqvxn//8B23btlU8jiAISExMxMCBAzFq1CisWbPGMA/u+vXrodVqsXjxYpumCAKA+Ph4fPTRR/j555/x4IMPmqyfO3cu/vzzT8yYMQNJSUm48847cf78eWzcuBFqtRrz5883W8LsbGPHjjVMGVU633JhYSE2bNiAS5cuYejQoSZTBJVXRc6RrXbs2IFq1arhgQcesGs/RESOxgCXiMgD/N///R8WLVqEtWvXYuLEiYZSzzfeeMMwdc7KlStRUFCAxo0bY9KkSZgwYYLZQW8qU2BgIDZs2IB33nkH69evR2JiIho3bowXXngB9913HzZu3GhzP+Hx48cjMjISSUlJOHbsGJKSkpCbm4saNWogJiYGAwcOxBNPPGF31nr48OHQarVITEzE8uXLERAQgNjYWHz88cdYv369XQHu6NGj0a9fPyxatAgnT55ElSpV8MQTT+CNN94wmb6nXr16SEpKwqeffop169Zh9erVKCwsRFhYGJo3b445c+agc+fOdr3WUq+//jpq1aqFr7/+Gl988YUheJk6dariKM4qlQrffPMN3nzzTWzbtg3Z2dkQRRHh4eEWg6d77rkHO3fuxPvvv4+dO3caMql9+/bFSy+9VK45fe+55x7cc889WLVqFd5++22T816/fn3s3LkT7777LjZv3oz9+/ejatWq6N27N1588UXce++9tr9BDqbVavHDDz8gMTER33//PZYsWQKVSoXWrVvjlVdeMWR47VHRc2RNamoqDh06hJEjR6JKlSp2t5OIyJGErKws+zoqERERVdCXX36JCRMm4MUXXzTJXnqb0aNHY/ny5diwYQPLOh1o3bp1ePrpp7FkyRKT+YLJOV599VUsWbIEBw4cQNOmTV3dHCIiCfbBJSIip7t8+bLJsosXL+L9998HAAwYMKCym0ReIj4+HrGxsZgzZ47iYFLkWJcuXcLnn3+OkSNHMrglIrfEEmUiInK6ESNGIC8vD3fddReqV6+O8+fPY+vWrcjNzcVzzz1n92ix5Ns++OADrFmzBhcvXkRERISrm+PVzp8/j4kTJ9o1DRcRkTMxwCUiIqcbMmQIVqxYgY0bNyIrKwuBgYG488478dRTT+HRRx91dfPIw7Vq1Qqvvvqqq5vhEzp27IiOHTu6uhlERGaxDy4RERERERF5BfbBJSIiIiIiIq/AAJeIiIiIiIi8AgNcIiIiIiIi8goMcMktpKamuroJZAOeJ8/Bc+UZeJ48A8+TZ+B58hw8V57BU88TA1wiIiIiIiLyCgxwiYiIiIiIyCswwCUiIiIiIiKvwACXiIiIiIiIvIKfqxtARERERERUGQoKClBcXOzqZngErVaL3NxclxxbrVbD39+/Qs9lgEtERERERF6vsLAQABAUFOTilniGKlWquOy9KigoQGFhITQaTbmfyxJlIiIiIiLyeoWFhdBqta5uBtlAq9UabkiUFwNcIiIiIiLyCYIguLoJZAN7zhMDXCIiIiIiIvIKDHCJiIiIiIjIKzDAJSIiIiIi8lDR0dFYsGCBq5vhNhjgEhERERERuamMjAy89NJLiI6ORlhYGCIjIzFgwAAkJSW5umluidMEERERERERuaknn3wSeXl5WLhwIZo0aYKMjAzs2bMH165dc9ox9Xq9x84XzAwueT5dPvy/n42AL16DcD3N1a0hIiIiInKIrKws7Nu3D2+99Ra6du2KRo0a4Z577sH48eMxaNAgw3b5+fmYOHEiGjZsiKioKMyfP1+yn4ULF+K+++5DeHg4WrdujfHjxyMrK8uw/ptvvkH9+vWxbds2xMbGIjQ0FCdPnsTo0aMxZMgQvP/++4iMjET9+vUxZswY5OXlGZ4riiI++ugj3HXXXahbty7uu+8+rFixwvlvjhnM4JLH0xzaDPXpwwAA/zUfIH/Euy5uERERERF5Ak3ySmj2rKq04xV2egSFXRJs3r5KlSqoUqUKNm3ahI4dOyIgIEBxu0WLFuHVV1/F888/j59++glTpkxBx44dERMTAwBQqVSYPXs2IiIicOHCBbz88st4+eWX8b///c+wj/z8fMydOxcffPABateuDY1GAwDYs2cPAgICsG7dOly+fBnjxo3Dm2++iffeew8AMHPmTKxbtw5z585F8+bNcfDgQUyYMAEhISHo1atXRd+qCmMGlzye6vSRsn+nn3VdQ4iIiIiIHMjPzw8ff/wxvv/+ezRu3Bg9evTA1KlTcejQIcl23bt3x7PPPoumTZviueeeQ9OmTbFr1y7D+jFjxqBr165o3LgxOnfujBkzZmDt2rXQ6/WGbYqLi/Hee++hY8eOaN68OapUqQKgJDj++OOPERUVhbi4OLz11lv44osvkJOTg5ycHHz88ceYP38+HnzwQURERCAhIQFPPfUUlixZUjlvkgwzuOTxBH2Rq5tAREREROQU8fHx6NWrF/bt24eUlBRs374dCxcuxLRp0/DSSy8BANq0aSN5Tt26dXH16lXD4127duGDDz7AiRMnkJ2djeLiYuh0Oly5cgX16tUDUBJMR0dHmxy/TZs2hmAXAGJiYqDT6XDmzBnodDrk5+fjkUcegSAIhm0KCwvRqFEjh74PtmKASx5Ns+cHqC6luroZREREROSBCrsklKtk2FUCAgLQrVs3dOvWDVOmTMH48eMxZ84cjB8/HgAM5cSlBEGAKIoAgPPnz2PIkCF46qmn8Nprr6FmzZo4cuQInnnmGeh0OsNz/P39oVary9Wu0gzw8uXL0bBhQ8k6Pz/XhJoMcMmjaZJd14GdiIiIiMgVWrZsiaKiIuTn51vd9vfff4dOp8Ps2bMNAeyWLVtsPtaxY8eQk5OD4OBgAMDBgweh1WrRpEkT6PV6+Pv748KFC+jatWvFXoyDMcAlIiIiIiJyQ9euXcPTTz+NJ554wlAqfPjwYcyfPx9du3ZFtWrVrO6jWbNm0Ov1WLRoEfr3749Dhw5h8eLFNrehuLgY48aNw8svv4y0tDRMnz4dTz/9tCHgHT9+PKZNmwZRFNGpUyfcunULhw4dgkqlwrBhwyr60iuMAS4REREREZEbCg4ORvv27bF48WKcPn0aOp0O9erVwyOPPILJkyfbtI+2bdtizpw5+OijjzBr1izExMTg7bffxvDhw216fqdOndCqVSv0798feXl56N+/P6ZPn25Y//rrryM0NBQLFy7ESy+9hKpVqyI6OhoTJkyo0Gu2l5CVlSW65Mg2+O9//4u3334bI0eOxPvvv292u6NHj2Ly5Mn47bffUKNGDQwbNgwvv/yypKPzunXr8M477+DMmTNo0qQJpk6div79+1fGyyAbpKamIjIystzPC5ozxGRZ7issW3aWip4nqnw8V56B58kz8Dx5Bp4nz+Gqc5Wbm4ugoKBKP66nyszMxNSpU3Ht2jWXzGtb0fPlttMEHTx4EF9++aXJiGBy2dnZeOihhxAWFoYdO3Zgzpw5WLBgARYuXGjYJiUlBSNGjEBCQgKSk5ORkJCAYcOGmQyvTURERERERJ7LLQPcGzduYOTIkViwYAFCQkIsbrty5Urk5eUhMTERUVFRiI+Px4QJE7Bo0SLDyGGJiYno0qULJk2ahJYtW2LSpEno3LkzEhMTK+PlEBERERERUSVwywB34sSJiI+Pt2kkrpSUFMTGxiIwMNCwLC4uDpcvX8a5c+cAlGSDu3fvLnleXFwcDhw44NiGU6URblyF+jjPHxERERGRsyQmJrqkPNkebjfI1JdffonTp0/jk08+sWn79PR0hIeHS5aFhoYa1kVERODKlSuGZcbbpKenm91vairnVq1str7nQpEOEaumQ63LRZHC+pM8d07F74bn4LnyDDxPnoHnyTPwPHkOV5wrrVaLKlWqVPpxPVlmZqbLjn3r1i3JPL2lrPXfdqsANzU1FTNmzMDmzZuh1Wptfp7xYFIADKXJxsuVtpEvM8ZBCipXeQYbUF0+hQCNAGiCFddHNm8OWDi3VHEcwMNz8Fx5Bp4nz8Dz5Bl4njwHB5nyDJmZmahVq5bLjh8YGFih8+VWAW5KSgoyMzMRGxtrWFZcXIy9e/di6dKluHTpEvz9/SXPCQsLM8nEZmRkACjL5NapU0dxG3lWlzyEXm9lfTGgdquPNhERERERVQK36oPbt29f7N27F8nJyYb/7r77bgwaNAjJycmKWd2YmBjs27cP+fn5hmVJSUmoV68eGjduDABo3749kpKSJM9LSkpChw4dnPuCyDlEGwJcIiIiIiLyOW4V4IaEhCAqKkryX1BQEGrUqIGoqCgIgoDp06djwIABhuc88sgjCAwMxJgxY3Ds2DGsX78eH374IcaMGWMoQR41ahR++eUXzJs3DydOnMC8efOQnJyM0aNHu+qlkj2sBbDWMrxEREREROSV3CrAtUVaWhrOnDljeFy9enWsWbMGly9fRrdu3TB58mSMHTsW48aNM2zToUMHLF26FMuXL0enTp3w3XffYenSpWjXrp0rXgLZy0oG1+/Y7kpqCBERERERuRO376i4ceNGyWOluWvbtGmDzZs3W9xPfHw84uPjHdo2cg3VpVMW12u3LoE+tBH0DVpWUouIiIiIiMgdeFwGl3xcUSG0u761uplm7w+V0BgiIiIiospx5MgR1KxZE7169XJ1U9waA1zyKKqrF2zaTijIc3JLiIiIiIgqz1dffYVnnnkGf//9N44fP+704xUWFjr9GM7AAJc8S262bdvpGOASERERkXfIy8vDypUr8fTTT2PAgAH4+uuvDet69OiB119/XbJ9dnY26tatiw0bNgAAdDod3nzzTURFRSE8PBzdunXD9u3bDdsnJycjJCQE27ZtQ/fu3REaGork5GSjH6jlAAAgAElEQVScOXMGjz76KFq0aIHw8HDcf//92LJli+RY6enpGDp0KOrWrYu2bdti2bJliI2NxezZsw3b3LhxAxMmTEDz5s3RoEED9OnTB7///rsz3ir374NLZEzIvWHbdrp86xsRERERkU/7fv85rEqxrUIwrk0dPBcXKVn2yfZUbD96xabnPxLTEIM7Ni53GwFg3bp1aNiwIdq2bYshQ4Zg+PDhePPNN6HRaDB48GDMmzcPb7/9NlSqkvzl+vXrERAQYChnHjt2LM6cOYNPP/0U9evXx7Zt2zB06FDs2LED0dHRhuO89dZbmDlzJpo2bQqdTodbt26hR48emDp1KgIDA/HDDz/gySefxJ49e9CiRQsAwOjRo5GWlmY45tSpU3HhQtl7KooihgwZgmrVqmHFihWoUaMGvv32WwwYMAAHDx5E3bp1K/SemMMMLnkU4VaWbRsWFji3IUREREREleSrr77C0KFDAQCdO3dGYGAgNm3aBAAYNGgQMjIykJycbNh+5cqVGDhwILRaLc6cOYNVq1bh888/R6dOnRAREYFnn30WPXr0wBdffCE5zpQpU9C9e3dERESgVq1aiI6OxogRI9CmTRs0bdoUkyZNwp133ol169YBAFJTU7F9+3Z8+OGHiImJwR133IFFixYhNzfXsM9ffvkFf/75J7788kvce++9aNq0KaZOnYrGjRtjxYoVDn+vmMElj6K6mWnbhtbmyiUiIiIi8gCnT5/GgQMH8NlnnwEABEHA4MGD8fXXXyM+Ph41a9ZE9+7d8f3336Nr165IS0tDcnIypkyZAqBkcCpRFNGxY0fJfgsKCnD//fdLlt19992Sxzk5OXj33XexdetWpKWloaioCPn5+WjTpg0A4MSJE1CpVJLnNWjQAPXq1TM8PnLkCHJzc9G8eXPJvvPz8yXTvzoKA1zyKIKtAa4oOrchREREROTxBndsXOGyYQB4Li7SpGzZ0b766isUFxejbdu2hmXi7WvdixcvokGDBhgyZAgmTpyI//73v1i1ahXq16+P2NhYAIBer4cgCNixYwc0Go1k3wEBAZLHwcHBksfTpk3Dzz//jLfffhvNmjVDUFAQRo0aBZ1OJ2mHJXq9HmFhYYrTulatWtWGd6B8GOCSRxFuXrNtQwa4REREROThioqKsHz5crz55psm0wM999xz+OabbzBlyhT06dMHEydOxNatW7Fy5UoMHjwYgiAAAO644w6IoogrV66YZGyt2b9/P4YOHYr4+HgAZVnXZs2aAQBatmwJvV6Pw4cPo127dgCAf//9F5cvXzbs484770R6ejpUKhUiIiIq+lbYjH1wyaMI2TZmcMEAl4iIiIg829atW5GZmYmnn34aUVFRkv8GDRqEZcuWQa/XIyAgAP369cP777+PI0eOYPDgwYZ9NG/eHIMHD8aYMWOwbt06nD17Fr///jsWLFiA9evXWzx+s2bN8OOPP+Lw4cM4evQonn32WRQUlI11ExkZibi4OLzwwgs4ePAg/vjjD4wdOxZBQUGGAPuBBx5Ax44d8dhjj+Gnn37C2bNnkZKSgnfeeQd79+51+HvGAJc8imDj4FECM7hERETkKwp1UKf+CuTddHVLyMG+/vprdOnSBTVr1jRZN3DgQFy4cAE7d+4EAAwZMgR//fUX7rzzTrRs2VKy7ccff4zHH38cb7zxBtq3b48hQ4Zgz549aNSokcXjz5o1C6GhoejTpw8SEhLQvn17Q+lzqUWLFiE8PBz9+vXDY489hoSEBNSuXdtQ/iwIAr7//nt06dIFEyZMQPv27TF8+HCcPHlS0lfXUYSsrCxGAuRyqampiIy03n8h6L3HAX2R9R1qApD70pcOaBkZs/U8kevxXHkGnifPwPPkGXz5PPmvngt16kGI2iDkvbAUuJ05c1euOle5ubkICgqq9ON6qszMTNSqVatCz2vVqhWWLFliKG2uiIqeL2ZwybPYOjoyM7hERETkI9SpBwEAgi4X/t/OcHFryNfs2rULGzduxNmzZ3Hw4EEMHz4ctWrVwoMPPuiS9nCQKfIcoghzfWv1tRpAlXnReONKaRIRERGRO1FfOObqJpCPKSoqwqxZs3D27FkEBgaiXbt22LRpk8mIzJWFAS55DjPZW123J6C6niYNcJnBJSIiIl8lim5fpkzeIy4uDnFxca5uhgFLlMlzFJv2vRWr1kJRh/4Q/bSyFQxwidyRcOVsyUAoer2rm0JE5B2Urnls7dJF5IWYwSXPofBjLZSOFuinMVlHRO5FuJ6GwM9fASBC1+0JFHXo7+omERF5PqVgtkgHqHmZT76JGVzyHAo/4IV33i6HUMsDXGZwidyN37G9KP1uapOWubYxRETeQqHCDUW6ym+HhxBZ5ecR7DlPDHDJc8hKGosj26Gw08MAwBJlIg8gBlaRLsjNdk1DiIi8iUKAKxQVuqAh7k+j0UCnY/DvCXQ6HTSailVosnaBPIZglMEVq9REwaDJZSv9ZB9lBrhEbkd+I0p94W8Ut+zgotYQEXkJvVIGlwGuEo1Gg4KCAuTm5rq6KR7h1q1bCAwMdMmx1Wo1A1zyAcYlyiq1dJ08g0tEbkcQpVUYqrQzDHCJiOwkFJvpg0uK/P39Xd0Ej6HT6RAUFOTqZpQbS5TJc1gIcE1KlNkHl8j9yPvR8wKMiMh+LFEmkmCAS57DuERZPjIgRwokcn+yfvS8ACMicgDFEuWCym8HkZtggEueQ5LBlX10lUqUC5kdInIr8gyu0kUZERGVj1IGl9dA5MMY4JLHkPQxkZcom0wTBKj/2efsJhFRecj64HIQFCIi+wlK0wQV5ld+Q4jcBANc8hwWB5kyDXCVyh81279CwNIpUJ0/5ujWEZE18gBXYW5rIiIqJ4XfUkHHEmXyXQxwyXOUdxRl2Taqi8ehObgRqvSzCPh2uhMaSEQWsQ8uEZHjKWVw2QeXfBgDXPIcRuU2okYa0IoKGVz5SMqq9HPOaBUR2UjQyzO47INLRGQ3pQCXGVzyYQxwyWMIhUY/1lrZpNNKAa4uT7YDftyJXMqkDy4DXCIiewlKJcrM4JIP4xU/eQ6dcQZXNkm3QomyoJMNsCAvayaiyiW/CFPKOhARUfkoZnA5yBT5Lk4eSh5DmsENkKxTGkUZBbmAXg/h6nmo005Du/kTJ7eQiCySZXCFYvbBJSKym9I0QUWcJoh8FwNc8hxGJcemGVyFUZR1+fBfMw/q1IPObhkR2cIkg8sAl4jIbkrjGTCDSz6MJcrkMSQZXI00gwszGVyLwa0oml9HRI5nMsiUXnk7IiKyXbFSH1xmcMl3McAlz2FUgmMyarJSBjfvpuX9cYoSokqlObxduoABLhGR3QSlPriFHGSKfBcDXPIcxuWNgiBdJ38MQMi7ZXl/vLtJVHmKiyRTfQEwHVWZiIjKT7FEmQEu+S4GuOQ5jEuKFab80ddrLnlsNcDlHJxElUaVdsZkmcAAl4jIfkqDTMlvKBL5EAa45DmMA1yV6Ue34KEXUXR3z7IF+TkWdyco9FkhIudQnT9qupAlykRE9lO6nmGJMvkwBrjkOSSDQpmWJIvVaqHwvofLttDlWt4f5+AkqjR+qYdMFzKDS0RkN0GhIk1ggEs+jAEueQzBuA+uQgYXAET/QNt3yBJlokoh3LwO1aWTpisY4BIR2U9xkCmOM0K+iwEueRDLfXABABp/KGV3FTGDS1QpVBeOQfL9LcUSZSIi+7EPLpEEA1zyHMYXw+YCXEGAqA1QXifflH1wiSqFUJCnvIIBLhGR/fQK1zPFhfyNJZ/FAJc8h3E5o5kSZQCAjQGu4h8EInI8o+9uUatYxeVERFQxivPgAhxoinwWA1zyHJKLYfNlyKI2yLb9FRfa1x4iso3xd1ftp7yciIgqhgEukQQDXPIcRqMoixXM4Ipao0GomMElqhx65QBXYPkcEZH9zAyaKfBGPvkoBrjkOYyzPYKlDK7ySMrFDVpDHx5ptIABLlGlYAaXiMh5zF3P8CYi+SgGuOQ+CnXwXzMPAcvehHD9iul6vQ2jKAOAwlRB+rrNUPD4m7LsEUdRJqoURoGsqGKAS0TkSGb74PI3lnwUA1xyG35//QL18QNQXfwH/qvfN93A5gyuaYmyGFS15DnG2SNOE0RUOYxvTqnVRst58UVEZDdzN+wZ4JKP8rO+CZFzqS6fQpXTv0J983zZsowLJtsJoo0ZXLXCx/r2MtF4HfvgElUKQTICulGAC7Gkb72FG1ZERGSFuRv2vIlIPooBLrmUcCMDAV9PQ92b2VAHB1ve2NZpgpQC3NKLauOL6yIOvkBUKUTZHNaCqmyZXi/N6hIRUfmY64PLDC75KJYok0tpdn9vPpMqv/Mov0g2Q9LHT7ZMDKxatou8m7Y3lIgqzvg7rlJJv7+8ACMiso/ZPrii8nIiL8cAl1xKKMgzv1IegOpt64OrmN0tzRAFVSvbBQNc8mU5WdDsXgXVqcPOP5ZeVqKsYoBLROQo5gbNFNgVi3wUA1xyLZ35AFfIyZItsbEPrkqh3PH2MkkGNzfblhYSeSX/bZ9Ds3slAlbOhnDjqnMPJq++KNKVPeT3kIjIPpIMrlECgH1wyUe5VYD76aef4r777kPDhg3RsGFD9OjRA1u3brX4nKNHj6JPnz6oW7cuWrdujXfffReirCRj3bp16NChA8LCwtChQwds2LDBmS+DykHQFZhfJw9wjX6oxfIGuKWDTAUxwCUCAPXx/YZ/+/2V7NyDiea/u9rtXzn32ERE3s74updzjRO5V4AbHh6O6dOnY9euXUhKSsL999+Pxx9/HH/99Zfi9tnZ2XjooYcQFhaGHTt2YM6cOViwYAEWLlxo2CYlJQUjRoxAQkICkpOTkZCQgGHDhuHQoUOV9bLIksJ8s6uEW7IAVzLIlIUSZYVBpgx9cI1LlHNZokxUwsn9tPTmv7vqEwede2wiIm9nbqR6Brjko9xqFOW+fftKHk+bNg2fffYZDh48iLZt25psv3LlSuTl5SExMRGBgYGIiorCiRMnsGjRIowbNw6CICAxMRFdunTBpEmTAAAtW7ZEcnIyEhMT8dlnn1XK6yLzLPXBNQlwjefShKU+uEolyiX3cqQBLjO4RACcP2WWxSm+fGgQFFEs6ZbhH+TqlhCRNzH6jRXVGgilyQOWKJOPcqsMrrHi4mKsXr0aOTk5iImJUdwmJSUFsbGxCAwMNCyLi4vD5cuXce7cOQDAwYMH0b17d8nz4uLicODAAec1nmyns5DBzb0hW2J0IWxhmiBRcZAp01GUTQaxIvJVTr4IEmwcAd3b+a96F0EfjIDfAXaTISIHEs1cHzGDS+VRXAQh46JXjL7tVhlcoKRPbc+ePZGfn4/g4GAsW7YMbdq0Udw2PT0d4eHhkmWhoaGGdREREbhy5YphmfE26enpFtuRmppqx6sgWzW7nmEY/S8nJ0ey7ubZk7hidB7qZ2Yg8PY2F89fQL7OX3GfIVeuorZsX9euZuBaaiogimiekwtABHJycPKfv5XnzSWz+N3wHJbOVXOj78j1tMvIdOJ5DU1LQ/Xbx7ualoZQ2ffz1D9/Q/Ty76EmKw2N/9hd8uDHT3CyZivDOn6nPAPPk2fwxfPUKOs6tLd/V4tEDfxyS/7977lzyCsMcGXTLPLFc+W2RBGN1r8H7Y00XIvugWt39zGscsfzFBkZaXG9211RREZGIjk5GTdu3MD69esxevRo/Pjjj4iKilLcXpBNF1M6wJTxcqVt5MuU2kHOFxToD8AfOTk5CA4OlqwLvnoc1Zo3N0wJFLA/BKqckm0aRzSBvqHyOfLLPgXt39J9acPro9btcxoYWs+QHW5Rvy7EqjUc+ZK8WmpqKr8bHsLauQoy+r5pw0JR01nntagQQasPA7ePp6nfAOg/CtodXxs2iaxdFWLtBs45vpsQrvoj0Og9j2zaBFD78TvlIXiePIOvnqfAqlUhFJcEtWJITQhCIQCgUYMG0Ddzz/fDV8+Vu1KdP4aAoptAcDCCT+9FrcETAHjueXK7WjGtVoumTZvi7rvvxptvvono6GgsWrRIcduwsDCTTGxGRgaAskxunTp1FLeRZ3XJPanOHCl7INo6D65pH9zSQaYAeZky++ESObMcSZV2WrqguBBFMf2gb1CWwVRdT3Pa8d2GrDRbuHXdRQ0hIu9j1AfX6LdGfemEKxpDnqhYOpey6vJpMxt6BrcLcOX0ej10Op3iupiYGOzbtw/5+WX9OJOSklCvXj00btwYANC+fXskJSVJnpeUlIQOHTo4r9HkMJLpS/Q29uNTmRYmCMWFZQ8Cq5Qtz88x2ZbI5zizv02hdCowobDk91wf1rhs2bXLzju+u5AN5OX0uYeJyHcYXR+prpf9nmr2rHZFa8gTaaTd/jTJK1zUEMdwqwD3rbfewt69e3Hu3DkcPXoU06dPx+7du5GQkAAAmD59OgYMGGDY/pFHHkFgYCDGjBmDY8eOYf369fjwww8xZswYQwnyqFGj8Msvv2DevHk4ceIE5s2bh+TkZIwePdolr5GM2HBRLQZXN35U9s9yDjJlPKeuyCH0iaScOciUfN9FtwPcGnUNi1S+EODKfu+E7AwXNYSIvA6vZchesgyupyeA3KoP7pUrV/Dss88iPT0d1apVQ5s2bbBq1SrExcUBANLS0nDmzBnD9tWrV8eaNWswadIkdOvWDSEhIRg7dizGjRtn2KZDhw5YunQpZs6cidmzZ6NJkyZYunQp2rVrV+mvj2RkmR0lYkhY2QMbM7gm0wsBKGp9X9kD4wCYQ+gTQXDiNEEm+779vRdr1ivbxgdKlAXZb40qOxNOnpyJiLydKJZ02fKCUW/JxYwrHQEU12vuooY4hlsFuImJieVe36ZNG2zevNni8+Lj4xEfH29X28jxLM2Bq8joDqVooQ+uGNZI8rjgkSnQN2xtdGAGuEQSzrz7L9u3UFTyR1RvdPNKlZ3pvOO7C/n7wAwuEdnBb986aA5sQGGH/vCp+cTJKQRZBheSCkrP41YBLvmYAhvKH4yzP+bmeZMpjohGcWQ7CFnpKOg/DqJRXz/5c1UZF+CXehDFTe5AcUv2yyYf5cy7//IMbtHtyg1N2dQVQlZayZzYWvedzsJuDHCJyFFEEdpd3wIAtLu+hRjk2cEIuYEiaQbX08veGeCSywi5NoxgbHxxbPxvhZGSDdR+KBg02cKBywJcbdIyAIDf4Z+RN2YRxGq1rLeJyNs48w+ZLMAtiupccki19Dus2b8OhfcPcV47XE1WLSLo8s1sSERkhcngfda7fBFZJCtRNrk57WHcapAp8i3GAz+ZZXRRKOnDZinAtXpg5Y+96uyfFd8nkSeRZ2zlpUmOJPsjqY+ILvmHWiNZ7nd0t/Pa4A7kNxHkd8uJiGwlD2gLecOM7CMUywJaBrhEFSPk3LC+TUUyuNaYea4t7SHyCvI/XM4McI2C6aK295fNYa2WFhCJai8vKDIJcJWnvyMiskYoz+8HB6AiWzCDS+QYtmVwzQS4lubBtUJpGiEAEHIZ4JKPkE8HIP/D5kBmKy9kGVy7blp5AnmJMjO4RFRR5SlJ9vBAhSqJSYDr2X1wGeCSyyhN52PCTIArOqFE2aY+wUTeQN7/05nBlrnKC/mNJgsjo3sFk/mA2WeOiCpGKDSfwS3oO0a6wMMDFaokRbJKLg//3DDAJZexKWNqnGmSzINrx8WwmefaFHATeQGVfARfp5Yo2zZ/tbfPciGYlCg78T0nIu9m4QZZcauO0gXM4JINBL2sssvDPzcMcMllhPxc6xsZ9x0RHTTIlJkSZfW5P+G3by0g72hPla+4iIPwOIn6+AEELHtTsqxc/bnKQxTh99tPZQ8tfm+9PMI1mQ+YGVwiqiCLJcoCRP9gwyP1+WPObw95Pi+bJogBLrmODVkjVfp5qE/+Buj10rtJTihRBgDtruXw+yOp4vsmuwlZ6QhcNBaBH4+BkHHR1c3xKqp/T8B/zTxAdqfWWTcTVGf/gCrjvNECSxlcLw9wTUqUC73/NRORU1gqUYZKJblG8l/9HlBgQ0KBfBsHmSJyEBsGtlGf+xP+q96F38EfHZjBtfxc7dZPK75vspt2YyKEnCwIednwX/uRq5vjVbSb/6e8wkklytrkldIF3t7P1gLTG2eic0vDich7WaoAEVQmNxPVF487uUHk6QT53yMGuEQVVI6LO23SN7LBauz46NoxAjM5n/ryKcO/Jdk/spsq44LicmeNoiwGVpU1wMLNJS8PftWnfjNdyKmCiKgCBPlAgZKVgsl1jqjxd3KLyOPJK7k4yBRRxZjcLbLGQSXKdo3ATM7n5YGOa5l5b51UoixWCZEd3vyfnOLGbZ3SBrfGfuZEVE7CzWvQbl1iYQPBNPvGv6tkDUuUiRykwuV5gn0/1vZkf4k8lSjC7EBOzgpwA6pIF8j+gOq6Plr2wAe/l86cf5iIvJPmlxVWtxHkfW55M42skV2Tm4z872F874qC3EdF7w7Zm4HlnUzyRRYGNHJaoCX7jgs3r0nX+2mNtvXsP6YVYnEkVCIiU6p/T1jfSPabXu6KOfI5gkmJMjO4RBVT0R9cezM9tgTIHN3UZUTegHAOS3+snBTgqk/9Lnmsys6UbmB0rj39bnGF8KKTiMpLXhljC1aLkDUsUSZyjIpmjezuQ2vLIFPMrLgQA1ynsBRA6osdflNHyLgI1bVL0ib4B0o3Mv4u+2CAK/B3hojKSVT7lf9JHNCOrCmS3XAtZoBLVDEV7RNib4BrQwZYyLlh3zGo4pjBdQ5rJcAO7qOl/ekLk2WSPreA9GaTL5YoM6tCROVUkWoXQR68EMmYJJ08/G8yA1xyDb0eZge8saYSMrhCbrZ9xyByN9bKjRx8h1+VdUXyWPfAYxDrREg3Mr6Z4ZMZXGZViKicKhJ4MINL1si7zHj432QGuOQa9vQ9s7cPrkKAKwZLpzMR8m7adwwid2Plj5XJABP2kpXfirXqKxzU6Lvo4X9MK0L9915XN4GIPE1FfitZLULWyAcmYx9cIsuEzEtQ//ULYDwxuR0/tvrwSLvao9SHtyiqE4ru6GZ4rEo/Z9cxiNyOlbv+/mv+C/WxPQ47nKDLkzwWVab9xkSV75Qo6+s1N1nmdzTZBS0hIo9WkcDDw4MVqgTM4BKVQ0EeApa9Cf8fP4b2p6Vly+3I4Bb0G2tXk8SadU0XqlTQ129heChcvWDXMcgO7IPrFNb6bakupcJ//XwI8pGOK0peEuenMDCK5Fx7+cjl5rpWcCRlIiqPCnRtELz8BiLZj9MEEZWD3z/7IeSV9Gf1+3OXYXlFSx9E/2BAG2BXm4obtgbk2SSVGqK2bIRXTy/N8GwMcJ3Cxgsc9Zk/nHN84zlvS0kGmfLyANfMKNV+7A5BROUgFOabXVdaiabr+ph0Ba9pyBq97Garh39mGOCS8xQXQ7t5sZl1FctaVHRqIYmgaihqGSPbsUrat9fDSzOITNj4x0q4dc05x1drTJf51HfOTICbyxHbiagcdOYD3MLYgQCAoo4DUNyobdkKDw9WqBLIR9r28Kw/A1xyGtX5v8yvrGhZnoNGAhRr1pMuUKmlJYT8Y0DexsYAUrH/eW52+ebJVfh+K8/dWJatr8jUF95Ac8tBJeFE5P1E0WIG11CdJggobhJdtpzXNGSF6TRBnv2ZYYBLTiPkWii9c/GIfsblyABKgltJuaRnf7E9GvvgOoetAe4VaYCr2bMaQfNHwv/bGbYHufk5psv8rGRwPfxusVVmXl+d3cvKd/OAiHxXcZHk+sRkTBLjG/UqXtNQOciuy1XXLsH/h/9Ck5XmogbZhwEuOY/sB1WsUsPwb8HVA6vIAlxRUPnUiK5ujQGuc9haopx1paQErrgY/qvfhyb5ewCA+sKxknW27EMpwFUsUTa6GPPRDC4ACLeyXN0EIvIERtlbMaAK9PWaSVZLrmMkVWm++/tKNhBFxWsE9YkUhG//1AUNsp9SzRiRQ5iM2mf82CjAFQOqAjkKF8ROJPrLM7gqWQaXfwzIy9j8mRahunoe0OVDnXpIusrGG1NKAa61EmXvz2JaeH26PAA1zK8nIgIgGPe/1fhDDKwq3cD4d9YowOXAmWSRfARlI5ocJ43L4WTM4JLzmIzIphzg6kMbIvPufrbtU2kk1oowKVFWMZtEXq0800QIt65DpZSttfUiqSIlyt7+nbMQwMvnDCYiUmQU4IraQCCginS9cQUUxxUhW7m426AzMMAl55H/oBpfwBoHv2o18ms1sGmXolKZYwWI8qmGBBXvdpJ3K08AqddD1PibLLY1SNb+8p3pQoXvrmh8Mebt3zmjALcouqt0ndINASIiGXkGFyoViiPuAADo6zaV3rxngEu28sIAlyXK5DwWAlyh2Gid2g9FwSG27VNwzD0Z0T9IukCl9q1skjtjH1znKM9nWtRLv6OlbLxIUl05Y7pQqUTZeJnS8bxUYbs+EPJzDCXgQkGui1tERB6hUJbBBVDw0ItQnz+K4oatJX8/RQa4ZCNBPkWQF2CAS84j+0GVZEWN7xapNSgKql5JjbpNnsE1mSaIAS55mfJc4OiLle/oVvAiqbBjvOKNC9GovE7Iza7Qvj2G7AaDGBBs+LdQwBJlIrJOKCwoe6C9XWXjH4jiyHamG3PgTLKVF2ZwWaJMTmOSATL6gRWyMwz/FjX+EDUBEKvWKnlctVbZXG4mO3VMdk+xRJnTBJE3K88FjigqDyhl4/dCX6+54d8Fj0xB4QOPKW9odGNLyLMwrZgXEv3LAlwUsESZiGxg1F9f1ARY2BAsUSbbMcAlKgd5SaTRY7+/9xv+rW/QCgCQnzAFhTH9UPDwSxCDqinv01Hlq1ppibKokk0TxBJl12GJsnOYucApGPSy9EIIt6st5IPEAdD+9LnJMiHjIvy/mwXNjq8VB1IyGeXTeF1Q2Toh76Z3j6Rs/NIEATDqJsESZSKyhaAzzuDaHn3n8n8AACAASURBVOByXBGyRH3xuKub4HAMcMl55BkgUQ+IIvwOboTq0omyzZrfU7I6rDEKuz8Jfb1mEANlIwOWclTwozSiK6cJIm9m5qZNceS9yB3/CYqb3Fm2UK/cB1d19TxQqJMs0yZ9A/XZP6BJ+RF+h7ebHktl4c+M2g9i6c0mUQ/k37LppXgmafAuBhjdZMtngEtE1qnPHDH826QSTY4ZXLKRdusSVzfB4RjgkvMo/aCKIrTbv5IuqlrTdDP50PelHBXgyvYjFBZwmiC3wQyuMwhK2dWA2xnUwKoQQ+qUrTDXBxemc9yqT/1m+Ld266e3J4w3+v5YGxjOqFpDnfqr92ZxjV+XIEiqSAQdA1wisiLvJtQnUsoeM8AlMosBLjmP0g+qbFlR6/uUn2s0AEulKCyQZJpYzkNeR+EzXfDwi2UP5CX6Sn1wAWmWVWFgKCHriuQGkWjlppRxmbL/pkRokr+3uL1XEFSSDK78pgERkZzfPwckj5WmcpOsV3FcEfJdDHDJeZTKfEU9RKOBZQpjByo+1WzpjYOmCTLZbZGOoyi7C/bBdQ6jz7RYpSbyn54NfaOosmXyu/1mAlzBKMBVpZ8zWa+6dtm0v6kF8j66mr0/WNzeY8lHUTaeqoyjKBORFaK8a5XxnLdKjH/TfWgaNiKAAS45kaA4CqtemikyNwCNtdIbRyvScRRl8m5Gn2l9/Ujo6zWVrjcORPXFZqsYhJwbhn+rrpw1XS/L4Fq7KWV2QDlvJh9kihlcIrJGNhigtQwu1GUBseCFo+SS4xiP6i8Z4d+DMcAl51Hqx6ovBorKfmhN7kiWLjfzw62vHuaQppnst2a49EKcfXBdhxlc5zAuG5ZdKAGQ9UE3M00QAOF6WtlTblw1XZ+fa/sgU5CWKBsUeeHFmKRvsSCbB5d9cInICvnvtrVEgFGA65W/qeQw+oatDP8u7Pa4C1viOAxwyXmULpBFfUk5cCm1coALkwBXANQa6Po857Dm5Q+dCjGoOoojolHcpousvwoDXJdh9tw5rGVVjZYJBbklmVgFqmuXyh4onauiAgiS74+1PrimGVwhJ8viczyRfJAv0bi8kAEuEVkjSwhYG0VZ9PMre2BuTAUiQPK3XGngV0/kZ30TogpSzODqpXcS/bTKT5X9cOeN+RiiRmu+pLkC9BHRyBv/SVnG0Nw8uKLIrGJlkk1DQw4iGdlY4fNs9PnX7F9ndjeqTCsBbqGuXBlcBJh+p4Vb1yFWD7X8PE8mCJKB9IT8HNPuG0RERkSV7JJdY3sGlyXKZJFxgOslf4e841WQe1KY7kN1Ix2GEWhUfuYv6GQ/3GK1Wg4Nbg2ML/T9yrLGgi6/ZM7efesQ+OEz0CSvLNuOd0Kdin+InUOSVbVWomxpP9cul323FQJcobBA+t23sl+lLIRw85pNbfEssmmC1H5G06GJQN5Nl7SKiDyE/L6kuQo4pfUsUSZLrF0feCAGuOREpgGudsunZWvN9L8FgGLj0V2r1nJss8zRaCEG3i6X1BdBuHUd2l3fQijIgWbPKqCwAP4r30XQByOg/uuXymmTL+IfYucwDkaVbizZOEK5kH/LEIypzx013aCoQFa9YaVEWWEkUOHWdZva4lEUyraNy7MFhSmXiIhKmXRzsDa+gXGJMrv+kAWSQSUFFYqiu0o38MD56RngkvPoFTK4V8+XPbBw91Gs3QC6ns+gOLI9CgZNdkbrlI9bvbbh30J2hmSd3x9JUJ/6DSgqgP+PH1dam3yP7dk/KgcrfXDLU5Yk3LwGdeohCDczTdb5Hd0tXW5tv0oZXG8McI2VVo4YVaUwwCUii+QBbnCI5e2ZwSVbSW6Aq6Hr/qT59R6CfXDJdYzngVRQdE9PFN3Ts5IaU0LUGrWpsECyTn36cKW2xSfJy78Z4DqOWLESZVEbiLxxixG45CXDTR//jYsU58BVZi2D6ysBrqxEGbIMLkuUicgS+bgmVWwPcNn1hyySlygHVi35/JR+bvR6wMMuxxjgkvNYmWpHDLAc4LqExugPguyOp9Kcn+RgunzpY45m7TjGg0hYGUXZWGHXoYA2AGJQdUOAa3twa0NmWGkkUG/MNiiUeLFEmYhsZvQbXhzZ3vr2xt3Aigs5YCaZZ3x9oC4JDQv6jQUEAZf//RfhHphsYIBLLmM8D6TbMB7VWZbB9c6sknsRZO+5J5bFuC29lZGNzfwBK7qnl/nn2MLaBZWf6ZzXgtfPQ80MLhGVk7XfcDlBKBnMU3+7MqqoENAoz1xBPk5hloXi1rEAgBx1KqD2vACXfXDJaaxepPq7X4ArGYa/iNPVVDp5gAvRIwc3cEvWpu5RWFYc2c5oGq0K/oGzMniVZCCUUt54Y0NUKlFmH1wislXZb4hiFY7SMyS/MTcc3iLyErI+uN6AAS45j5XAxC1LlI1KegR5uawxa/PPUYUovucsU3YIyTRBSoNMKQz6pq9Rt2x9hQNcKxlcpcHmiosgZF7yspsblvvgggEuEVli5TdciVilZtlTvHL6NXIEwQsD3HKVKBcXF+Pbb7/Ftm3bcP58yWi4jRo1Qq9evfDoo49C7YEpbHIiqwGu+2VwJSXKRfJsYhnRGXPyElCoEOCKenjc6AbuyNogUxrTUmHJRZSNF1QmrP2xVJv+GVKfPozA04dR1KYLdP3HVey47kbye2ga4Pr9vRe6Ac+zjxwRKZP8htv2OyEaDUQl5GQ5ukXkLbwwwLX5iiU7Oxu9evXChAkTsGvXLoiiCL1ej127duH5559H7969cfMm+xCRMSvZF3csUTbK4KrSzlrYkFlFpyhUKAv3xnJVV5DNc2dCabAn47LlCvfBtfI8C39M/Y4mV+yY7kjphl9gNclD9clfK6kxRORxJN0cbMzgBlYpe0p+rqNbRN7C2g1wD2TzFcvMmTPx+++/45133sHJkyfxyy+/IDk5GadOncLs2bPx22+/YebMmXY1Zt68eejWrRsaNmyIZs2aYciQITh27JjV5x09ehR9+vRB3bp10bp1a7z77rsQZRcT69atQ4cOHRAWFoYOHTpgw4YNdrWVbGCltNQ9M7hlAa7f33vMb+dVpZPuQ9DlmS7kzQTHkE8DICMqZXCNt3PWIFM+mLEUS0uU/QMlyzX717uiOUTkAax1M1EiBpQFuMi/5eAWkdewdgPcA9n8Kn788UcMHz4co0aNglZbVsap0Wjw3HPPYdiwYXYHjbt378YzzzyDrVu3Yv369fDz88PAgQNx/br50Wuzs7Px0EMPISwsDDt27MCcOXOwYMECLFy40LBNSkoKRowYgYSEBCQnJyMhIQHDhg3DoUOH7Gov2cc9A1wbRxhk0OUcSgN7sQ+uYxh9ZhWn7lHqC2v8h85Jg0z5pNsxvSjryy9yhFMiMkc0HenWKqPrLCE/x8ENIq+ht3J94IFs7oObmZmJ1q1bm10fFRWFZcuW2dWYH374QfL4k08+QaNGjbB//3785z//UXzOypUrkZeXh8TERAQGBiIqKgonTpzAokWLMG7cOAiCgMTERHTp0gWTJk0CALRs2RLJyclITEzEZ599ZlebyQJr8+C6YYmyvnYD2zZkBtcpFAeZ4s0Ex5DcobXx4kgS1FYw0+olfyztptAH16QsXCmLTkQEVKiMVPQvG8xTKGCJMpnhy31wGzZsiKSkJLPrk5KS0LBhQ4c0qtStW7eg1+sREhJidpuUlBTExsYiMLCs1CsuLg6XL1/GuXPnAAAHDx5E9+7dJc+Li4vDgQMHHNpekrEWBLphBrc4sr1yJkuOWUXnMDvIFNnN+PuoVKIcZDpwmmQqigKF8nFb2FuC7C03kxSmCZIHtKKtFSRE5HsqUqJsFOCigBlcUubToyg/8cQTmD59OkaPHo3nn38ezZs3BwCkpqbi448/xqZNm/DWW285tHGvvPIKoqOjERMTY3ab9PR0hIeHS5aFhoYa1kVERODKlSuGZcbbpKenm91vamqqHS0nAAjPzERQjvkf1HOXr6DQ6Iaiu7zngR0eQ/2fFlncRq/T47SbtLeyOfM81bxwDjVln5mzqakoCjZ/k4vMMz5XtdMuI+T2e3s1LQ03FM5jc9l7n5GWhqzb2zW6dBZaC99nZQJO2vB5kR/X2MnUVK/op9vkZjbUupIfvNOnT0N/u4KlOYCc26//VkYG0nz0d8UTuMvfKLLMW89T9X8vIvT2b0XW1Qxk2PA6g69eR73bz8n59wIuu9l7463nytM0u5kNobgQAHDq9BnJgKuAe56nyMhIi+ttDnAnTJiAc+fO4YsvvsCKFSsglA6SIYoQRRHDhw/H888/b19rjbz22mvYv38/tmzZYnX6IUF28VM6wJTxcqVt5MuMWXvjyDr/X2tAnX07S+unNelfGdGqLXB7CPvU1FS3ec+F2lURuNdydlnUBrlNeyuTs89T0OqpQPD/s3fmcVIUd///VM+5uyws5wJyLWcAD1QOEcGgBg0qRAXjlWjURMXreeJBiD+NJlExPqKJ8UhUjCcaogbRIEZBWJFLBEVQ7vtcjl3Ya66u3x+zO9NdXdVdc+70TL9fL17sdFd31/R0V9X31t/73j26gbbrkrFr5ivsb+Xd2gHupnvrOaEbOnF+R/eEW+D99NXYZ0+3bujY1K7I7wUJx3+bSM+T4Nqx1rwTilvqeSkuEb9v/fr2zQs356JWrUAC0TmnT58+QFOpMQqgpOn7+7p2Q2kBjit2IJfmKAcx+fw7uas3wts0VnjLy9FW4nsq/jD8K6LHFJX40SqH7k0+/1Z2o7i4CFCjHkR9+/fXle+z6+8kLeASQvDkk0/iV7/6FebPn6+rgztu3DgMGjQobZ2aNm0a3n33XcydOxe9evUybdupUyeDJfbQoUMA4pbc8vJybhvWquuQZjQeedRbBMImENK6zuQQbOIXHsRxm80eIXE9YocEkInfcjMxoFo3OKZcU3joBdYCbjosr1RFAtE0NoF/X1RHkePg4CBClwk/CRdlJ8mUAw9K8zIGV1rAbWbgwIGmyaZSZerUqXj33XfxwQcfoH///pbthw8fjgcffBCNjY3w+6OCycKFC9GlSxf07NkTADBs2DAsXLhQZ2FeuHAhRowYkZkv4RBFG3PmLQLqa+Kf3V4gVzOGyvTLEXCzBgk2WlVUdpBBogwA9TICrnaii4SZ1hLCq2ScmNq2C5Sj+6Ta2hZeDC6Ao4PPQcn2pnwQqvOkOzg4CEgqi7KmDq4Tg+vAQ5dThuRFSBCQY2rxu+++G2+++SZefPFFlJWV4cCBAzhw4ABqa+O1ux566CFMmDAh9nnSpEkoKirClClTsH79erz//vt46qmnMGXKlJgL8s0334zFixdjxowZ2LhxI2bMmIHKykrccsstWf+OBYW2LAmTLTQnSwQ1w1qxeDhJpqQhh/fAN3s6vPNfgrLrO46gZAEv8ZRD4ujKBAk0tKz3gkZAbY7PiSFhQaAuOR1qYNK9iPQ6ib8zT941Ilqc6hYTjoDr4OAgQDs8yGZRzqEyQe6lc1D015vhXvlhi/bDgSEPrbeAiQX35JNPhqIoWLlyJTweD04++WTTmFUg6sa8Zs2apDvz4osvAgAmTpyo2z516lRMmzYNALB//35s27Yttq9NmzZ47733cPfdd2Ps2LEoKyvDrbfeittuuy3WZsSIEZg5cyb++Mc/4tFHH0VFRQVmzpyJoUOHJt1XhwRhY6BzsERQDJcLUNyAaiKIORZcabwLXodry2oAgHv1x4j0PAmBK/8fvzHnvhPHRTk9qNbaf8qWqVHELspURssruwhr3xXB8beg6NkpUu1tRSgIZd9m5v7F7502UzXJE2HewcEh/QiVZGZ4fNFxWI1E86CEQ4BbolJEulFVeBe9CQDwfvoqwkPHZ78PDgZc3y+Da7sm1KgQBNxRo0aBEAKlaYHT/DmTVFdXW7Z57rnnDNsGDx6MefPmmR43ceJEg+DskFm0MbfKgW36nTkaf9sM9fpBGmtNGjgLUSkiYbi2fKXb5NqxFgg2GmuAAgYhCoATg5suZOK32LI12smO/W0Y9+PAZffA987j+jYWCQLNzhfvhL3fNf9bf4SyZ4N+o2PBdXBwSBSt95Nk+AcIAfWVgDQci34O1AHuFqhKwHpuNRzPfh8cdJBDu+H795O6bbJeV3ZA+E1YQZInWDo4iCBH9kWtFk2oXftD2bsx9pkW5bAFF4gu9M0EXCAaU5cnsQrphhw/AlpSBmXfFn4DniBLKXgLfMeCmyYkkkwZLLii51txG4RktWMPfjvZ7uVBpmQDddVG4daA5h47FlwHBwcBysEdsb9pIkYCXzHQJOCSxnrQlii7xygqSZ21Qcshs3i+5BgGZRUnNkD6m8yaNQs7duwQ7t+5cydmzZqVlk452B/f+0/rPodG6q3n1JvjFlx2oc/DWYxycX85D0XP3AL/zHv1ri9aeAKu6H4GnRjcdKB3bxMM/axV3SVwZXO5Deegrdoa2yXi7iRqa2MLLolwnnNApzjQuijb+bs6ODhkFnLsUOxv9QTrJKzNUF9R/BzBhrT2Sb4TrIBbI2jokC1I9QHjxjxSNEt/k1tvvRUrVqwQ7v/yyy9x6623pqVTDvZH2a+33NHi1voG7hx3g3A7mZSTxfvJPwAAyqFd8Hw+m9uGu/AX3E9DeSmH5JDIoswmWKP+uCIqMCGehT4w8U59VmAAcHsQ6XGi/vhE3J1EEyt7HTshHCMELsp2/q4OuUskDNd3S8UeNQ72QDOGSynhm9GOwzzlcjZQHQE311CO7G/pLmQU6dUHtZh4Gxoa4Eok3sqhwGBcHXPdDUJm8nAWo8nDWfiTw3v4bR0LbmpQCteG5XBt+jK+TeSizJYJ0nhaRAacgcDFFHC5EelzKpSd6wzHR/oPhWvnt5rrJPCeC2NwbfyeiRaTohhcR2nmkAHcKz6Ad9EsgCho+NVToG3LW7pLDsmgVQwnoDykWk+ccEjcMJPwXJS9znPYYtRVgxyrMmwm9fmjeDB9Q3bt2oWdO3fGPm/cuBFLliwxtKuursbLL78cqzvr4GCAWejmdJkgSGpHncVo8rAJJyiF/42HuE2dGNzUcK/5BN75L+o3CpNMMeW8NK5tcLkQGXxW/DPHpVxt20W/IRELrlDpZWcBVzBG6GKbHQuuQ2bxLmoKH6MqPIvfRnDiHeYHOOQkRE1OwNUl+zOrDpFJeC7KnKgWh+zg2pJ8xRu7YPqGvPHGG3jsscdACAEhBE888QSeeOIJQztKKRRFwZ///OeMddTB/oQHj4Z7XSWovxThYRe2dHfM4WX4ZXEE3ORhLFuujStBgvX8tk4d3JQwCLcwSejEbjdbRHGEN9quM3O+AndRlhDOqWPBdcgiwnHWIffRCqeJ5DfQWHCFeQEyDFH1Y2E+WQrtCAm0bE3kbGC6+pg4cSL69+8PSiluvPFG3HjjjRg5cqSuDSEExcXFOOWUU9C5c2fBmRwKHqIgeMGvEOl7OtTOvUFL27V0j0yhHokYXCfJVPIwWmTXhuXCpiToWHCTRdmzkb/DJERA7dgDStVOUG8xaOsOwnaEI4zR1h2ZkyVgLchLF2WJGFytYG/n7+pgD5zx1L5oFcOJKA+1ispIjrgo1zpZlDOJe/V/4dr0JUIjL4Ha/QeG/YWwrjJ9QwYOHIiBAwcCAAKBAM4880z06tUrG/1yyDMoIYDHi8jAkdaNcwGPY8HNKGzCCTNtomPBTRrXDmOcLABTATfwk/+F+9vFiPQfZm7B5T3/TB4GUnPI2EaEsOSWjYU+mRhcx0XZIYsQZzy1L+G4wjCRsmq6ZH9seFC2cLIoZ4+66pjnlmvrGtT/5m1DE0+lcVu+Ia0CuuqqqzLZDweHnEIuBtdZjCYLUSN6sSUsnnRdW9dEE03JuI076CA1B/k7TNzbaPuuCJ19hfXJTa2T0V+XNNVelEIg4BKV2lbEJRICrtZFmWcVd3BIKyZjrUOOk3QMbg4IuKxSOwMuyp7P/wXX98sROvsKRPqdnvbz2wXl2GH9Bkqls/WHB4/OUK+yT0K1WgKBAObOnYs1a9agpqYGKvvAEoK//vWvae2gQ54gtM7kKBKTB1FV2y68W5xIWD/oWky6nhUfIHTWpCx0LL8gNcYsiQDSUutO7dCNu52WdeLX17MrlIIc3AFa1gnwJVi/WyqLsua3cMIeHDJNHtW5LDRI0jG48fUMySULbhqNBOT4kVhZQt87f+JaLQsF6tbXrye11aClmoxeonnJ5UHw3J9nsGfZRVrA3bNnDyZMmICtW7eiTZs2OHbsGNq2bYvq6mqoqor27dujpCS3M+M6tCA2E3AVUckaLS2VjTAP8L/5e9DWHRCYeAfULn1ALOKCPJ/PdgTcJBC6CCeyOBJA23dF8Oyr4N68CsExP41tV9ufAFc6BdwWtmp6Pv8XPEv+BdqqLRpu+gsgE5/fjMxiUjc2OiozhwyThnffoYVI1oKr5F4MLqgKVzoTHTXW6j9Hwondo3yCVZQG66FLWc0pFaW264rG6x7NK085aVXe7373O1RVVeGjjz7CqlWrQCnFzJkzsXfvXtx///0oKirCnDlzMtlXBzuT63VvGcIDRlg3aqmC6fmAGgap3g/fP6dHP7eUVjmfoRSKyIKbpvcxPHIiGn/2e6g9B8e2Bc+7Nragsr02WFXhWfIvAACpPQpl9/cJHs8bI/TKPirpOubgkBYcAdeeUMokmZL/HXUWvRxxUQYAJZDGjN5M0i3CuukWEIbQGPbeM0qO0JmXovGXM/JKuAUSEHA/++wz3HDDDRgxYgQUjYuLz+fDr3/9a5x55pmYNm1aRjrpkAfYzIIbkRFwHaEsZWIxms69TDtKqFHoZUAz+D7Stp3R8ItH0Th5GsJDx6fhhC1owWWtAs0WVllBlCfgGlxENb+FozRzyDDUEXDtiXZsIEpiayqNJdO74DV45/0NCDSksXMS8MbxtI7tzJhcyMnU2HmEdQ9nLLihERfbbo0ug7SAW1tbi4qKCgCA1xt10Tp+/Hhs/8iRI7FkyZI0d88hf7DZy+PxIXzyWPM2jlCWNqxclB0SRwm1XBkA2rEH1D5DbD9psjUjSSgI3+zpKHpmCpQd31ofz42pZe6Jxpqu7NmUTDcdHORxBFx7ol1vJOp6y/zm7q8XxOJVswZHKUjS6bHCnKul6v3mBOzalL3PmvUWbdU28dwSNkFawO3SpQv27t0LACgpKUHbtm2xdu3a2P5du3bB4/GIDncodOy40HWbx9oJM6Q6JI6jLEg7wnIgihu0dfvsdiYVWjLxEmMBd6/5BK4tq0Fqj8A/6w/Wx/Oea5MkP8rh3VC2rEm0lw55ivvrBfD/Yxpc6z5P30mdJFP2RLPeSNgKz2nvWflh9I/GOrhX/gfK3s2p9M4S7nopnRZc9lyFkiMlEobru6VQ9m2Jb2Mttuy911hwqS9/cydJj3QjR47EggULYp8nTJiAp59+Go8//jgee+wxPP/88zj77LMz0kmHPMCGAm6EUxxbhyPgpg9HwE07CkfApWWdEbhoClBU2gI9Sha99lnZvQGutYuAUDDzl2ZcuRK2sPLGCCb+mfVe8M9+FOT40cSu45B/RMLwzvsblP1b4Zv7dPris12OBdeWaMcJJTULrhbv/Bfh/fQV+N98COTIviQ7JwFHUVm+ZBa8H70QLQOYKgYrZWGsKdwrPoRvzlPwv3IfSHVTWUD2u7MVb7TzWh4n4pIWcG+99VZMmDABjY3RB/HBBx/EGWecgUceeQTTp0/HaaedhunTp2esow52x4YC7g9GInySidKmQAbQtGFmEedk9XNIDZ6LcuDCmxEZNKoFepMCmoULObof/td/B9+Hz8Kz4oPMX5uxAiTsSs/5Ddj4Z945XZtWJnYdh/wjHDT/nCyOi7ItIXXxurG0uHVCx1ITq737uy+if4SD8Cx9L6m+IdBgrYDhWGt9R/fAveYTeJbPTe66uvMXpoDrXfRm018UnspoaSRDaAx777VzjoWnop2RFt0HDx6MwYPjmTLLysrw7rvvoqamBoqioLTUThYBh6xjR7coQhC8cApcG1aABDkJGQpkAE0LLg/C/YfDvZ7vakcKxZ0oi/AsuGrHHi3QkxTRLFw8y+ag2aLrqXwboVGXpvdaoSC8n7wMBBsRPO86YxxXgkIGMSSpgqUFFwBIzcGEruOQhzDWf9JQC+rxJXEep7ZyPkBq414dtFVbk5YcJK10JAlLqvvrhfDOfxFq175ovPpBsbeeiTuy+8t5CI2enPC1tbDxvC1W77clUZvugSGLcvwzObofvn8/GfvM1szNJ6SkjoaGBlx88cV4/fXXDfvatGnjCLcO+Y3IHchZOMhjlvUxUG8QHMI/GJmFTuU3CmMVb7x8GuC3Y7yNZuHiSnwyJkf3wzv/JbjWWydB9Kz8EO6vF8D93RfwfvJKykos0iAj4BqvwWa5dChAWOUKT1kidZ4CXOjnIToLbquyBA8WLPUNCrzExx3vvOcBNQxl9/dwbV4lbmi2XkqHm6zBSlnAz71JFmXPord0yhJ7hSslhpSAW1RUhK+//hqRQs5K5pAaNquDq0MQs+RYHeWhiiK04hc/dYPuc2j05Qj+6Los9Cp/IEf3R+NSG+vi2zTPZ/ikH0LtPaQlupY6Gs08TaJOn3fB63Cv/hi+9/8CcniPaVv3Nwvjf3+3xFAvMBFI1S6+yx/zHii8azjx/QUPq/jgKktkYJ8vRzFrS5TjR2J/JyzgigTIhuP6zylWMyC11eKdZgml0iLgMi7Khbg+U5qMCCZ1cN3fL9XtinTuneletRjSUsdZZ52FL774IpN9ccgXeLEYNkwyFUM0+BayhjBRiCJWcmgmPtqmE0KjLgNKEpzAC5lQEP5X/h98Hz4L739fjm3WLZDt7IakHU+8Rbpdrg3LLQ/XxrO6v600vxQbn5jsOx4Jw//WH6Wacq21joDrwC7Qk7XqG57hNJZmccgapC4uPCbsRwuu/gAAIABJREFUoiyIuzZm103/moYc2g3Pgtfg2vW9uFEmBFzZsTsUgPf9p+F753HATEC3BQIB10S5oHbtk8H+tCzSAu5jjz2Gr776Cvfffz+2b98O1dECOojgLs5sLOAKXZSdRag0RJFKbkI1LrSh4RfF/o70PT0j3coHlN3fgzRGNfHudZVwr/kU3v88D48mjpMm4dqbM2gVIIwF17Pk3YROFcsyKYJZaCVbCowc3qNbkOpgLLhhnjLHGVscWAtuktY1gwt8OmuPOmSNVGJwhWWFDHGrKYZGcLy0/P+cDs+KD+BZ8i/hYTTRrNDckzCZgiU9Tj1L3oF7/edwbfoS3oWvpd6PHMBQv93knVfLKzLdnRZD+qkaNmwYKKV45pln8Mwzz0BRFEPdW0JIrFauQ+GibP/WsI3NHGonqMvNF88dC648iokFVwP1t4r9rXYfBDRnynUWZUYohbJzHVxM/ULvR38HAJTV1QElTQoDO1twASg710PZv9W4iKmv0Tesq4Fr7yZEep4IcNyZFavkTexCMFlB0+xZZ/ZVDxyDHhs/Y67rKJALHnZ+SVb4sCgZ4mAPtKXDErfgisYj1uqZauy/caVEjlVZH5aO0lUGC67cd3GviZc/da/7HMGLb0+9Ly2NiYuyDrfXpnk55JAWcC+55BIQGwspDtnB9e1i+D54xrjDxo8OCdTxtztWFnkIkcuk7S/WH9NMOgvC5wnK9m/gf/sRucY2rnXn3rBCqP0nAU12c1WF/60/QqnaiUivkxC44v8Z2ydowfVUzk64v5Yw8yh1exHpPQSurWviG52xpeAxuo8mKXwYYhEdZaEdSSmLssiCywo+4XBcISIzZxgEJ+bZkn1m0+FhxCo/jx2SOoxwqg3YFiJwUdYkqKPeYpBgfXTzJXdlq2ctgvSq57nnnstkPxzyAVXlC7cA4Ek8OUzO4BaUZnA04XzcPiDM1P8kCqiUBTeuTdS1d+61AWnhFkjPAqKFMHNtQ6gRRc/fgeDZV0I5vAdK1U4AgGv7Wk0jguaFl8Hiy8IsBJWD2xPvMGAuoPLeA2Z8dJRnDkYX5SQ9hlghQ3UEXDtCNAmhEq2DKxZw9c+UcmQPip/8BWhxGzRc+zBQ0sb8vFa1mgP1cv1LgwJWOaz3HnWv+RShMyZaWyh1ll4bW2IAkOYkk8zv6vvwWTS2bg+1x2CdQK/2OjGb3cs6Nk5t65BrKNu/Ee9Mpn5fjhA879rY32q7E+I7HKuiAEGSMQkPEK2Aq7X4usyeLQ7k6IFoWZhQwLqxHUmwXiG1sQXXClJ9AL45T8HzOWNtbXJZMywGG/keGUCaYsFgUeaHI+BSj1e/wVHoOKTJRdmoLHEEXFuifR4SVViKBFzeOBUOghyrgnvjSuM+FnYeYgRcEmyADOnIEeGd/4L+2o21cO36zuSiFL63HtZvs/E6FQBcm1dB2b0hLuhq8H76WvT3bl63Km5be3bJkN/fziGrKEf3i3fa2L090udUNF7ze0Bxwb2uEsqRplIjjpWFD29xTsRlgrRoY3AN7etqrDXKABAKwP/a/SD1NQif9EMEL7zF+hibIUxgJMLttW6Tb6iR6ATOxmYxizrX+iXwfPEewif/MPFYMEq5Y5u23JDhEN57wP4+ztjiwD4DSVpwPUv/rd/g5DOwJ1qFuky4j/ZQgeLOTBFH6o9ZnpcwFlpSry87pOzZKNE7pCcGlwdrUdagbF9rUJxTmwu4AOD795MIDzjDsF05uB2+d/4U+0zzOPa2GceC65A+8jXpEiFQuw2A2rWv3m3WseAK4CygFJdUFmUUawRYxtIl6y7q2rA85orqXvuZ1DG2I1FLo82TTCVF83jECAo6ixal8L3/FyiHdsG74LXEFXEcQZQc3gP315+aHGS8BmUF3HwdSx2kMbgkJ/NM1B+Da+MK/XmdecueaH83iXAfHSKB2MQrgBa1Eu6LdYMRcHV5BCiFd/E/pbqXMUuiiScMV0mcBwIuqT0K0sivma0N3XEEXAeHRBCkZQ+NvCTLHckg2gWw40bIh3NfqGQWZbVtefwDK2zICMjQxyrlHfXH4P/HNBT97c6EDqM2EXCDY69J38maFm8GF02NoEDMvE5k4FhAXJu+ND+GJ0SzCzxHwHVgFTNJJJniuSo6Flwbwv5miSriRHOn2Tgj40XCCLhK1c7YmEpqj8plUAYSF9hlMfsOHKGa2jlXjAbue8/it1Zg2B1HwHVIG8SQrREAURAa89PsdyZTKE7iI2t4MbiSAm7H7vpj2HNIIDW42xTX5q+i5XJ475oZ3qLMdCjNhEdcjIYbn4DasUfK5yJhvgVX+9m15Sv9vpDYpY0L53fQZXbmwbOmsPV3E4y3JEf3Q9myxhmT8ol0xODyrLWOBdd+6MYwuXwWOgQCrmkyO4nnhDfXuppjd03cgw1kKiTDTJnDuSfKoZ1RBaWNlUC0VTupNRAtciy4Dg7ycLSBke6DbB1/a0AjZDmuXhxEE4PLxV3YU38rUH8p1E490Xj5NKCoNL6TFWhl3ZgaJTM32hDl0K6kjqM2EXABgHbolp6s683Cp6EOqMaCe/yIbhfrcmdFTIjWbrOyCstYcBOw1pHjR1H00j3wz34UnmVzpI9zyHFYgTZR5QvAV3jYePFesGh/R0lPJh2iudNMsJRQlvGSSHkXvg7XhuWJeaFkSMA1FeAFCnPfO4/D/fUC7r6cg/Muk9ojgIQXm9qpVwY6lFsk7Pi+bNkyLF68GFVVVbjpppvQt29f1NXV4fvvv0e/fv3QunWC6csd8gfegObOszxmMjG4wUYoh/dA7dw7v4R7GUSLJ4+fO6E0/uwPoO268O+TYZvcvSSNeeyinOzi1EYCLgCp9yZ05qUgNVVwr6vkNwiHmu4Xc8+0CzcmrIIkmJ2aZ8FVjuwzP4aXRZmNqU5AwHUvfz9mLfEsfguhM/MoJKSQYQQMUT12U7gWXEfAtR0pJJgCTLLop2jBFWWk937yChon3SvRs+Z+ZMhYYPb9TDwiPJ/NQnjIuRnoUJoR3DflyF7udi3hQWemuzc5h/SbEgwGcc0112D8+PF49NFH8dJLL2HPnmg2WZfLhUmTJuHvf/97xjrqkPtwU7LnWxpyrfaUN3iqKopm3gv/K7+FZ8Fr2etXriCYFKnHx6+Dq7jEwgx7fyUt5qSBn2ChkKG+/BNwQRRzwT0S4ieB0sbgsmUtqvnW1/ApgsUOR6lnKSTz3gN38i7KpPaodFsH+8AmmUoq9IInzDqeR/YjlQRTgDiLvpmVVUIRIioDRI4fhmv39zI9i5IxF2WTZ91MiWiXdyTJ+0b9paBpCAPKdaTflEcffRTz58/H448/jpUrV4JqHn6/34+f/OQnmDdvXkY66WAPlL2bDNvSUd8sp7CIwVV2rQepPgAA8Kz8EL5//cngBpnXCF2U3VKxhzqSFXDzOAY3WU23nVyUAfCVISyKYvpMkEhEoITSbJOME6NtOvJ38BaIVosOnvDOWnATEXBDCVqdHeyBmrqAy3XRdCy49kMz7kuNjSyiJIMmYxWRmWtMwoHcq80yybPXypCAa/b9TARctbwiE71JP0nWxg5cdneaO5KbSL8ps2fPxnXXXYcbbrgB7dq1M+zv168ftm/fns6+OdgJs9jLfCLBMkGuzasKy5KbqIBrNlkbYiclJ8E8FnCTXgjYJItyQhAF4RPHiPdHQnwtvfa5kowTo9rYcC1cATp+zuD5vzTu5z3zhhjcBOLXkonJc8h92GczmXGNG4NrE+uUQ5wUXZSFZeXMhFiZJFMat/ng+b9E+NRx8Use2indvaSzxlMKhALi/Wbfz0w4TOYetwRJ3LfQmCugdv9BBjqTe0j/ilVVVTjppJOE+30+H+rq8ndh6ZAkeZJ2vRnLOrgcS5n7uy8y2KMcQ+Si7HLzYw/NYrTZyUnSepnXFtxEMlNqsVuogIyVItgAtUsf4W7315/C3ZzRU4tGKJV1BaYeLwIX3x5NmqftJleAjp8/3H+ocT/HgsvGyCXiokzdTO1Gx0KXH7Dx4YLalqZwY3CT7I9Dy6ETcBNXaInmWUOtZdE1BWiT8tHiUgTHXZ9w3wAk52pLKXxv/h7FT90A19pFgvMmKeAmUZKrJZCysjOET/ph+juSo0gLuOXl5aYW2lWrVqFnz57p6JODHREMUNSbXwKuZZmgQi/TIVpcKy5+2R+TWmxq517MBkfATXriFWnwbQypqQJcbqjd+Npo99pF3IWPzgoum5lWcSEy+CwErv6d/nq8ck3a8ysuhAeO0u2mvAWqwYKbgCJDYQTmBDNBO+QmbNm95GJwHQtuPkBUzbyaTOJKUQyu2bOQoIsy9RVH+5aMC3US6ybX5lVw7VoPRELwffgst41ZpQszF2U2N0POkmi5QAC0tG0GOpKbSD+JEyZMwMsvv4zNmzfHtpGmF23evHmYPXs2Lr300vT30MEeiAQbm8X+WWIl4Bb84kHeRZmWtDGfrEvKdB+lyzJpB33RxG5TSNjEHcsMu7hcNcMKbRyaBdXGn/yvsI1rNyfxnVYAlXXx0izatBmPPV/OM1ratOd0eRAcf7N+P8+ljhVwqSqvzGCu79q9Qe44h9yGfTbDwcRLBTnW/Pwg1SRTolwoabTgwtdUVzWZkIkkLLjk2GHrRmbfQZAgC4C523MuYTFH0OI2us/BH9+Uyd7kHNJvytSpU9G9e3ecffbZuPHGG0EIwYwZM3Deeefh6quvxpAhQ3DnnXdmsq8OuYxgIqUeH3e7bbGqg5upZAl2wSwGl5mYaStrTWKkn8bFU+beMgtAmmcu8knVwgRsWK5Kor/Nz0OrMgQuulVemaHNoixwU6OsZ4H2/mnc/VwblsO1+Ut+v4DoYs+j7xc5dsh4vVbGvBbKod3cvrGwboa+fz2W/HPikDvwMnQnasV1LLj2hFKQQ7vjyquUY3AFx5jMqe5vF5uekhw9AOXg9thn6i9u2pF4/5LKLSEzp5klmTLJdm8fC675faP+En3z1h0y2ZucQ/pJLC0txccff4xf//rXqKqqgt/vx7Jly1BXV4dp06Zh7ty58PvzbDHpII9o0sw7C65GO+kIuEZEMbiKO2qx1W5jLLRcrO43gyFOLd8sGDaJDUqZBBcvkRPHoP7Olwwaay6axQuprY79HRpxMWhJGULDL4LafSDTH40F16dfNLi+Wxr/QKnegyBmmY1/H1JfY/wqJ/RDZMAI3TZl3xarb9J0MKcU0lGLWrwOuQ9vLkmwFi43Bj3fxsQ8xPvJP1D04l3wv/lQ05iieRaSseCKMHENJrVHTccg3wfP6D43Z+rnhWBE+p5u0Y9kBFyJ+2Dm+hwwseAmmZ04q1AKz6qPzNuw629G4M13EgrM8vv9uOuuu3DXXXdlqj8OdkUk2Nit/qYVxCoGt7AFXCLK/qooiHQboNskY8HVJfWSubcNx9kzWB9jI2yjWU4VKQGXef88chZc3wfPoP7EMUBDLcixquhGxY3QmCsQGntNtM17T+oP0lhA2LI8tHV7TZ+YZ7Tpe9A2HUFqDpr2K3DJr+FZ8g48lf+MXvLANusv03Acri1fGbc7Qozt4SUAIo11CY1obs4CmDjPRs7T/LspezZELblaoTFJAVft2ANKlT6zsTbOmxa3MSjfPAvfROCq+7nnU/YwoRB+sYsytbIcJhFLmroF10zAzf11nP/Fu6Ec1nj5ePwAOzcxAi5r0c13knpTampqsG7dOqxbtw41NUZttEMBUogxuByh3iyrHanaCc+Sd0GO7s9Ez3ICZdvX/B0utyGhFC0SJ5iKn1AzWUoIuIQVcPNtMecIuHFSXIRoY1XVjt11cbAGK4RmURnpN0y/T9NW5Nantukk1adI137x0+7fatne/9bD3O0ZqyvpkD14lvmGJDIpszguyraC1NfofjOaZD6F4PibET55rH6j5hlTO3RH8LzrdLtdO7+Vi3UF4uMnp39slngDySTnlHmOzdqYWXBzffykVC/cAgYPOQCAzxFwpVm6dCkuuOACVFRUYPTo0Rg9ejQqKipwwQUX4IsvCqgUioMRkQU3z2JwLcsEiQZUVYV/9p/gqXwbvnefyEzncgBRSSRaUmYUWmSeDe0xEpOgIUZNYhJU9m6Ga/NXtsiALWPBDQ27EGrHHlnoTSaxFnAjFScbtgUunCJ3+roa+N75U+yjWt5Lv59JcqV978MDR+qbHt6D4uk/RfH0K+Cd9zd+XzXlgmhZZ2G31M4V8fPu32pe+zTYKLby5voCLZuEAvasjc1LdJNMqSCWfFP65RvM7+NZ8l7qSaYAqF36IDj+Zn2pM12+AMK1vrq2rE7sQjwB3KoOexLjlWv7t9ZdMcljYGbBTaRMW4vAWavwwnOol1lj+RwBl8vHH3+MCRMmYMOGDbjhhhvw6KOP4pFHHsENN9yADRs2YOLEifj4448z2VeHXKYQLbi8QVk0UDccj7lDKlU783aRoezZFPs7NOxCANEEOuEh5xnaUpmkQJoJV6rmG+PWx7rjKbs3wD9zKrzzX4om8ji4A/5X74PvX4/B/c1C6/O3NBwBl7bpBNqqLWhRazRc/yeEzv051K59W6BzaUTCghse+mPDNrX3KQhMvFOfnIyDt8kNOHZc5976BuxCTyvwev0I/ugXsY+uTc1JpsTvdPi08xHpPxxq2y4IXHyruGNFpaD+0thH/5sPiduaLcIcARcAQA5sR/Gfb0TRs7eBMO6ZuQ4vCU5aSqA5FtzchlFsuHZ+qxdoUs2Irx1btfMlr5QfYHB7tT4/5xyiLM7NJCPgblhm3WbrGuE+YmcLLqd/tLgUYGuis4piu1VTSBHpGNyHHnoIFRUVmD9/Ptq21cfOTZs2DePGjcNDDz2EcePGpb2TDjZAlEWZ1SDZHV1MKOc7CwZGg+UtUJ+XAf9azWdozBUInzYumiGWEx9JO3SzPmGCLsqGxRvzXPpffyB62oPbEe4/FN7K2bF93o/+jvCQc62v0ZJwsuOqrTsgcOX90cVK032mvuJs9yy9WAm4Hj8/5pYQRAaeCeot1gieRlxb9a70tE1H5jycms1aEq0rrCgIXCqXu4K26QDSGHW1J/XHhO2E8e5A7i/QMoyy7RuQQD28/3keCAdBEIRn+VwELzJRLuQaGRNw+XO1sncz3Ks/RnjQKKgVp6R+HYfk4AiUOkVtykmmNGOrzHkTVYhwzkMtBNyEQyqSMRA0HId3wWug3mKExl5tXiZIjUSvkavVB3i/CSGg/hKQ2riCRO1cAbpzPcjxw4j0OTWLHcwNpN+ULVu24NprrzUItwDQrl07XHvttdiyRTLro0PeIbSu5VkdUqsYXKGAy8ROpWWhkosw5Qxo2846QSQw4Q5QbxEi/YYi0nuI9fk0Aq53/gtwbVhu3t7wHIonQmX/NpA6e+UQ4LooEyX6XGoFPrbMje0wX1hYxnS5LfYHzZNxGCy4bIkrK5e7FAiNvlyuoVliFhu422cKZc8m+N9+GL5/P6lzQ5SOJcwRuC6U6Zg3eHMUpfC/+RDcaxfBN+cv8vWhHdIOYZSYaqdeqZcJ0l1Ak9FdZ8FV+DkeRGOJNi+BNgM8rw6uy6I2boICrrJfIgEfg/ezWXCvXQTPqnlwf73APMkUkNvvAO9+NdQZy9t5i9F41QMInv9LBMbfkp2+5RDSb0qvXr1QVyceXOvq6tCzZ8+0dMrBjggsuHa3JLFY1sEVTAYNektM3gq4qnmsUGTQKDTc+RICl90jpx1lJnPfezNMmxsULWYLfULME03kGpTy3VI59zGsWXBEep6UyV5lBqtFHG8RpYWnWNO+u2y2STbbu8Fiy3y2ErABhAefZdmGhza7uGnZI5OSUYWcZMr7n+e527XxzbaAa8FNPQaXNBw3WsDqamLCDWmsBalns9E7ZA12bCptZzmvJoR2umDKDxFO3LfIeEGLW8f+Do65Ir6dN3bLuChLWmWVPZvgf2WaVFst7q8/jf3tWfGBdcLGXB5DeQlOG2sNiTupxwvatjPCp54H8JJQ5TnSflZTp07FXXfdhXPOOQdDh+rjm1auXIkXXngBTzyRv8lzHCxgBida2h6h08blnxuuduGcwGRgyH6ZjmQhuQal0Ck6RAKslTZXe0pvgrW1DQO/yaRJFJAE60q2KKIJmXObafuu2D/6Z+hJjyM0/KLM9qslsBKAOQsqWtIGpPZo9AOrKGAUcWZZlKPnN5861RMGIHjBTeZ9FEC17w1PidZQC//bj0DZb+IxlcuLs0wjcqm0UorkGDwLU9picOuP6Ra8SvUBfZtE4y4d0oYxNpSmJcmU5gSxv9zrPtfv4v3uorFEs9bRCVa890zG40VVpdYGvncetz6XFaxrNm/MiIQAJLj+yBaiJFM+pr95luQ1UaQF3M8//xydO3fGuHHjcOqpp6JPnz4Aoq7Lq1evxsCBA1FZWYnKysrYMYQQ/N///V/6e+2Qe2jT2LfugIYpz5g0ti9aSw83SYHQRVmvEc9LC65u0CVpiV+hpe2tG+n6wNx/Mwuu4tJPbFZa5pZGJOAKFu61Fach2K8fd1+uQ60WcRb7eS7EatsucDULuGx7diHACtAGAdf8WQmdco50XV4Durhz4/Pr/XimuXALFLaAK3Jvt1tiv0zF4AIgddW6siLKvs36/cHGPKsgbh9IoF6/gVIm23GKAq72eI1A69q4AurpxsR97tX/RWj0ZON5dH3S1uk1vn+WISXN55MQcNlaveaN+fcqVv8cAC0q5Z8zh8dQoyGFIHjuz+D5cp5uq1QizzxGWsCdOXNm7O+vvvoKX32lLy6/fv16rF+/XrfNEXALCFa4yVN0LtfsRAQIrQeGGFzesXZHFyeUHmsJLW1n2OZe/j5oWTki/YcbJ9NEEmIwC4Vcd6dnY7PiO/L3fRNiGYPLSWrWthzYtZ7TGAYLrmERyT4rltdPQVmifXc4z7P7uyWGbdRfCrXHQLg2rohuKOAYXCF2yh5MKT9GMB11cNEk4CIeUub99FV9A6v4RIfMwXp3Ub0F1+Bdkigm8wUbugFEBUrfe08iOOanoO27xreLBFxuDK4HoTMmwrNsjrhfahiAuUDmWrvIsI36W+lc99Wu/aHs3di0U7UcC6m/hCvgkkgkd5U8zFjWcNNToG07G/MMOBZcOY4e5Wu+HRyiaIaCfE5FrlkIc4VUYZmgQnBRTmMijOZTciy43oVvAAACE/8HEaYmKTfJlCgbIqvdzfWSVsKYoTwUcK0stBaLPFpSZtimtuXXnw2NvMQoMKfoopzSwkLz7hhiaUXZ6tt31WcqzWHrQ8YRLeDtZMENh4RxdumA1Fab7+dYjx2yQKAe3s9m6bel24JrMl+EB5zBLZfn2rAM/gPb0PCrp+LXZ+J34/3juyiHzrwU1FcM5dghuFf/19irYMBUyUwO7Ybvw2eNO/ytdOsp6vbo3I6LnrvNPGGUaKzO5SRTOo/JjtFkngBoK/28Z/BMKjCk3pRAIIBZs2Zh1apVme4PlixZgiuuuAIDBw5EWVkZ3njjDctj1q1bh/Hjx6Nz584YOHAgHnvsMVBmMpszZw5GjBiBTp06YcSIEZg7d26mvkJhoo3HSDlGJHfRDsBcdzGRizJT7kM5tCet/coJ0pkIo/mUHAtuM9qkEfEDEljYs5lxE433zTZCF+X8fd+EWD1fHm+0PJUGWlbObcpNBsUs0igjNFlZ+1NyDTMpjSXMBNxwXO/e5wi4Ruxk1dZYULUZvrkJopKA1JkLuE4MbsvgWT4X5Dj7jlOQiMBamgwmFly19ynCLO6k+oC+6oDQRZlTJkhxA14/wiN/guDZV/Iv3mie2My1k+99Q9k8L4qi6w85ftjUrVk5IMjIbJalvqURKDxCoy7TtytE7y4NUisjn8+HO++8E2vXrs10f1BXV4dBgwZh+vTpKCqytqgcO3YMl1xyCTp16oQFCxZg+vTpePrpp/HXv/411mbFihW4/vrrMXnyZFRWVmLy5Mm47rrr8OWX4jqJDokikVwoH/AVI6YBDTUaF00RuRhc99rPhG1tC82AkkOTqZGFBI1Jvvilm0RlDuz1nIpdlPNQwFUsfhsJoV7tcILuMxVYcCkvu6SVxdaqDFMqAq6u1rb+2VUObucfEgroF3V2EubSDv/Z4Wa9z1F0FlR/q/hvK+FyKXV+i/JojgW3ZfB88a5xo8okmZKJZzXDbN4jBKFRlyF47rX8/eGmOZdxm9aOx1zvGm3ZNn8J1HJjRnOr+HKDICva7vKkJ0Qqly24AoMSbddF366oNFs9ykmkV0b9+vXDgQMHrBumyLhx4/DAAw9g4sSJUCQWMbNnz0ZDQwOee+45DBo0CBMnTsSdd96JZ599NmbFfe655zB69GjcfffdGDBgAO6++26cddZZeO655zL9dQqHtBYiz2EI0dfMZNyUCa+MC/iuZeTQrrR2rcXJgIuy6WTM0bDyF/YCi4chIVWOKxyEWZTtJajLYVEHV2CN1aJ27q3/XNrWmBzK4+cLq+wCiVlUUr9FvHYKMbjUxIKrHNzBPygUNLX8OsBeMbhaC66vSDe/EkGitESwclF2YnBzDF292lSFN/7YqquTKrpGs+JDZfJtaOcgQQyu7lqX3YPguBsQKNPE9FolUBMInGxpHCiuhOKUIz1O5G4XKpRzAZN8J4GJ/wO1bReERl3GzWFSSEivQu+991688MILWLduXSb7kzArVqzAyJEjddbec889F/v27cOOHdHFwMqVK3HOOefojjv33HOxfPnyrPY1r9HFY+TjgluDNpMyuxAQCCHcuoL5Fh+RARdl03OFORMebxErculjhYBc1tgCIIJnKy9DAizGkOC5P7c8BSvgQnEbygOprTvws34a6uAyVhOreO1UniXFxIJ7YDv/GF8RY/ktYAFX9OioKj8xYA6is6B6/Lpxzfvxi9Lnob64dSt8SnwN1OyiTKp2cesGk2Aj0HAc7tWfgBzOw3AaO0FV3fv8tlJxAAAgAElEQVSciSRToeEXIXLS2fENgmvE8o6I3JMBvvcNqyBs3R7h08Yh2C4u4MJCwCWiut+MBZe63AkpAUIjJ/J3hDkeYrmCKP4ZQGTgSDTe9JTQ1byQkPZ1WLx4MTp27IgxY8Zg+PDhqKioMLgQt0TW5IMHD6Jr1666bR07dozt69WrFw4cOBDbpm1z8OBB4Xk3bdqU/s5mi+akBKm6siSA98ge9KiLDlABzzHsSuL+2eWe92gMwdv0XXd+vw7BdnFXyA5796CsaZ/qKYISigrAaiACJax3+9qxbTtCh+2XbEr0O7kajqGi6btHIgq2pen3rAiqcAWNk19IOYQdzDXa7d2LdnX6tls2bYqVjemr2Xdoz2500Lat24ztq5cj3Co3tZ6ttm1C5zrjfaitOoj9gnttl3eKpdOhQ2jN+a4AUDViEmqqaoAqczdLdz3QS3OOLdu2oQ9zzsbiIHZz7lHZgQO6Z2Pbjh2IFOktZ30F/QOA7VXVCDfI33vt76QE6tG7eQwJqtiq2ddj2/exsUfLkd59oRw+HBt7qvbsQk1re/72qdK9ugY+3m/zxfvAF3NR1/1E7Bt7PaCqIJFQQolYsvU+tVs9PzaO1dfWo1j7fb75HJuHyPWjZzACT9OxB0hrlDf93Vh1ALs3bUKPfz8K9dhBsEv5mq0b0eajl9EsUmy56k/c0lu5il3HPd6Y0nD0CI7t3Bn77Y4fPoIDKXy/zocPoxVznc3dzwA2x0tFtd63D504fdm3eSPqAh6QUCA2lqrusG6M6nq0Rv+8Ati5azeCtUblcwdvEeqa2h7augnV/q6GNs202bUdHXXnJajpdwYiNXW6Of/4kaMoqquDu0GupNau/QfRnfNd927djPpgbhohvEd2x9fb3uTW24mSi+9UP4syiEmVCVq2bBmWLVtmaNNSZYEImwCkyWKj3c5rw27TYnXjcpZIGP43HoSyN/owBi6+HRFeEpU0Qw54UFQS1aQVtW0Lf4L3b9OmTba55/7yrlBC0aRRFV06Qe0R77d3azu4m+4DLSsHqda49fv0msaKXj11afftgNnvRI4fiT0DtFWbtP2eRW3agPAqMrUqNlzDs3cVPCX6+9y3T2+gKYFUsWafp7wTvEzbATuXIzjxjrT0O92463Ya+gsAxcf3oZRzr+30TrF4N3aCe7/+u6rtuyHSZwg6jb0GnWS8RGhfFC9oC4SDoK3aou8PBsM7dJyuzI6/c1cUce6Ru3ojvN/Hr9+7X39DPFMx57dQ252AyMAzUHHqCOv+NWH4nQIN8XN7/Lp9RSVFICH9dSM9TkT7S26Bp/JteHZG93nKy9HJpr99qvjblkEJiZUfJUe2orU3CN/cp0ECDWicPBVqj0GW583m+1T8zhdA0zNQHKwGYZ412X4UlZaC0Khi9YQePeBb0zRHt2mDon79UBypi11HS8meNbrt/Uugm+dyGTuPe7wxpaisDKVdu8DXtM9XXo7WKXw/77pOcB82f55cjXvh+8bYlx7tWyPcrx/QUBvrK/WV6I73rekAV43+2F59+nHXOofXFKGk6Tzedq3R0eR7uQ+tj81/oREXIzRqEsq8fngqZ8OzNX49X3lnuBqqQBQ5L5aeffrF1i2679q5HJEcfY6UfQr8zevtdu0SXm8nil3fKduXCerUqZPBEnvo0CEAcUtueXk5tw1r1c0H3N98FhNuAcA392nUZ0PA1bmn5reLMjUrFaRxgaT+ViAwiVu3U0yYDBlzURY8TzyXJTMXZcbdk3DcSJVcdscTxMVRJplSXsD5zQOT7hEmihKdo/Hqh+D+dhHCA88EFAWhMZfrBFzqMy5sAHBicOWsV42/miHfPxFmdXA5buqBq+6P/qHpI+/ZLhys5x//rN/H/vas/BABCQG3pUitNJAmPEPn0ZVgJuZUkqblIeT4EbhXfQT1hAGI9Ds9s9eqPQrXjm/jG9JUY978ooJEbdVN62hTF2XO3C+w/qteTS6DRvPwAaLNueHyxJTWBk/FBF2UhaFiwrJ8OUCm1lp5hu3vzPDhw7F06VI0NsbdPxcuXIguXbqgZ89oIfNhw4Zh4UJ9ba+FCxdixAh5LbtdINX7s3vBQIMxo16ev3C6EiEGATc+CIuy/sUb2KguowyZegYE5yL1NcayKVwBt2kbu+jnTWCiOJ+WglIoezdD2b0BJMAXcEMjf5LlTmUB3gIriYWd2qU3gj/6BdRuAwAYMynT1sY6y9xrSVw7rI1hSwXFJJaWiTun2gRZ2oVaKIfjx3IM16Y8rqbAJgPibZchz5XWieL94Fl4ls2B770nADZhV7AR3o9nwvPff8STMqUAqT4A97rK+IaUY3Al5mbBNZS9UTdmnUGDFWh5x7I5DJqIaEtgWSlytPO1RuFC2eu73InFKQuUN7mcSZzUaAx2hZxvwYKck0Rqa2vxzTff4JtvvoGqqti9eze++eYb7NoVzTj70EMPYcKECbH2kyZNQlFREaZMmYL169fj/fffx1NPPYUpU6bEXJBvvvlmLF68GDNmzMDGjRsxY8YMVFZW4pZbbuH2wdZkUdPqWrsIxX++Ef7XHiiwJFNmFlyNgGuVoj3fLLiZyKJsca6iF36tT07BW7jFLLhMTdEGTmbrHNPaKjvXw//qffC//gBc3xvDQgAg0m9olnuVBXiLsDQpTUJjroj+4fEjNPwibhtDHVuJfAbBsdek2rUoJoKI9vkMDx6Nxivvj33WxUjm2HOcVZIRAATKo1yAlgqUMHJHx//UvT8JKldzTfHXkkTCcO1oKpmpRuDav1W327PkHbi/mg/Pqnlwr/oo7ZenAmExgTPoPqld+3Oa8Ncmrh3fAnU1pll8eUkPqZvfZ1W7lrIUcDXecdrxmE1gpbgSGgOo2wu1S1/jjhyuBe396IXY38I6vg6JCbgLFy7EpZdeit69e6N9+/Zo166d4V+qrF69GmPGjMGYMWPQ0NCARx99FGPGjMEjjzwCANi/fz+2bYv/oG3atMF7772Hffv2YezYsbjnnntw66234rbbbou1GTFiBGbOnIlZs2Zh1KhReOuttzBz5kwMHZp/C0PDwiyD+D58FlDDUPZu1C++892C69cKuPqFka5MULGVgJtnFlxBbbaUMTtXqBHurxdw+xCn6T4zi373mk+MTXNMMPC9+0Tsb+Xw7hbsSQ6QLgF35E/QeOX9aLjxCYBXAxcwCrQWSrvwoLNMazYnBCGIu9nS+DhBqe75DI6/BbS8V/w4zdhPCtmCm0RyReVQ7r5bgYumJH+wdkx2aV3fE5x7BOXvChJGEKMe/ZrLs/z9+N9L/53+66eoPGYVu4GLbzO2EboLU7g3r7JwUbYuE9SMzoJrkRRKl0VZu87llXRL5B75ihGYcAdCIyZA7RqPMyURo2XUUzkbvrcfARFls88ShuodDlykZ4J58+bhmmuuQb9+/XDJJZdg5syZmDx5Miil+PDDD9G3b1+MHz8+5Q6NHj0a1dXiGm282rWDBw/GvHnzTM87ceJETJwoSAeeT7RQpkOlSlvTNc8ENwaqixthtI6a2mk6V2YOhNL8ulNZdlHmNjWJwZWyzuaYgEsCFpkgsxGP1RLwrABprK2s9uTXPoyRqKIw3coqxRWv89ycEV+NIDa2EgVwMZYTx0UZQJJlVII5Vj7I449ZkAzlrhJB+1wqyQu4hR3TrcdQa51Xrq6Z5jhRWTS/u5AUx3xSf0z3mbY11hRna9JG+g2NufKT6gNA94Hx49n+sMpAxSWMc9XH4FrVwdUKuJp1LmvRTjQGV1FA25YjNPZqoHJ2PIeNqv9dlR3r4FnyLwCA/9BuNNz6rPw1HFoE6RXDE088gZNOOgmff/45fvvb3wIArr76arzwwgv44osvsHfvXvTp0ydjHXWQhKcpy4KlMOayA+iSXOUjVGP1cX+3VH9/tS7KPotamfnmoqzT6qZPwLUUbLQ1SXnxKM2/j8SiP9dclC1J2V3NRqTT7d0CKplUKn5Amt9lXhyuyILB2SasGVkIJKFcE1usWgBK9WNVKl5ZaRJwHRdlDWyoi4l1m1rVy7Y4N5dUBdyG4xKN9EJqRJuELRRMyIJLi1sLPWAivkRicAUuyrzrJ3uPtOdlfgvX9vgalxxncn+Y4Pn0VRQ9eytc3y1Nrk8OSSM9E6xbtw6TJ0+G2+2Gq0lzHGky4ffq1QvXX389nnzyycz00kEarouyE4SeVmirstjf5PjhWOIFQD9I02KB+2MziSb6yHW0i6Z0xmFbLFipVkvO0wI3W3BDfOFV7dAjfg01YkxGlcOEB57R0l3IDDxhNpvWakHMWNYgPAFX4x3CG+e1VpJw4Vpwk/EgyqmEMgZLfQrPoihWMlGFjOOiHIddT5ndm0QtuFICboouyowFl0fo1PMAd3Q8CZ59VexvAHBv/kqfmM0iyZTZOkj1aARci3dQp0gwSTJFlQQtuNpjtV4x7DpATXxdQI7uh2flhyDHDsE356mk+uSQPNJvis/nQ1FR9GEsKSkBIQRVVVWx/SeccIIuNtahZSA8zayNFux2gLZqq/vsnfe32N9a1x6tIMw/UX4JuDoNbDq9BqwmdM1+9/dGLWnzO+H54h3x8VqBwSZW3EiPExE852ct3Y2MQHmlXrIY259oYh+ua3wq19dYNvyvPQBQqncT5YSi6JJMCZQ5BYHE2GOwrOWSi7KM9VZ2fBUKuInG4DpriBgGF+U0WXDZahQiUvXa0QmKghI5RaVouOnPaLz6QYTPmKCLMybV++FdNCvelh2XWYGzVL9e0u3TesqEA+bPpfY+a48zlAlySYcpNP70Pv0Gs0zjSRgkDIks07Qu0ioNApOmpuWc+Yj0iqGiogIbNmwAAHg8HgwYMABz586N7f/Pf/6Dzp0TqFHokBl4GkBnckov7KSluec6AbfESsDNqwhceJbHxwPl0C6TlgliJdho7j/18xJ7UZCjB8TlQBSXfqK1wfsSuPj2aP1Tq0zddiVNZYKShbbrgvCp40B9JQie/0vr9qJaisleX7OAUQ7tgmvzKr3gw3OhdurgAjBXNtDiNmj45Qw0/M9MhEZdFj8mh7Ioa11IaVErfiPJGGutwlu76Ocqws3O47goxzG4KKcpBlfS0y6pGHPRuUwS49HStlC7D4yOxWbjm4WLslpmIhewymWz51rroqyLweUlmZK7R2rFyUx/4sIy+7sm8w5QRvhWdq5L+Bw8tEmmIjlcw7ulIdXV1VIj3cMPP4xXXnkF69atg8fjwauvvoo777wTFRUVAIBt27bh97//PW6//faMdjhbXP6Xzy3bnDu4HDed20+37W+fbsKn6w5IXWPS8O64/Iyeum3T31+Hr7YflTr+V+f0xXkn6geP37y0GFvr5PQW9140EEN76y0VN720Akfr5LT/TzW8hb60SrftomL53//564ehXavowLlp0ya079IDN89cKX38P+84S/d568Fa/OatNVLHti3x4m83DNdt+3LrYfzpg++kju+jHsSfG98GAKjtu6Hxl0/gk2/24O+fyXkxDItsw9TLToeqGZz+uWwH/rVCTjDMxWdv2lPvYovSSer4dD57gQunIHLS2VLvbDOvNMxEexpVRqgnDMCRozW4DpOlj2/pZ+9P53dBZODI2LZPvt2Pvy/YbHJUnNN6tcVvJgzWbbP7szd11mpsq7JIUtJEqs/e9CuGoHenVnB/9TG8H78EEAUXFd0qdSygH/cAYNXa7/HYwkPSx39Q/zTUDj3QeOPjALL77FV0LMFjV56q22arZ29YN1w+shcAwL18LrwLX8dDvouw0lUhdXxLP3vN41797X8DmhSoyYx7tHVHNEz5Kxoeux7XFl0vfXxLjnu58uyRA9tR9HLUava0dyzmuy0S1jWR6rh3W2ABLoisQ/DcaxEeFk3omsyz55s9Ha4tqwEAP2s9BUfDcsJgOtd7AHCkNpDQeu/9th9D2RM1sjVe/SA2+7pLP3vt1Fq82viybttyTz/8wXOB1PEVHUvwZNlKuL/+NN6fi/4s/ewNi2zD7wIfAAAafvEYaHmvhJ+9m4e1AwL1oGXlKH7iZ1l99iYOLsXV556i29YSc66Wy//yuWE8YpH2dbj33ntxyy23wN0Um/Tzn/8cxcXFeO+99+ByuXDPPffgyiuvlD2dQ8bIL6ugLYjFbybowpJnLsotBUkxxjxaN88N2OnnyGLCJQc+4VN/BLX9CaCt2wOvyS100kYLZcu3PVrPgEQTAOUQJBgALaYpZMt21gnJYsiinG0SjetlCJ73C3iDgWgZw8N++yQQE8TgJgstbg0k8tWTiMHlUfTyVAQuvRuAnDEAABBoQNHf/xcIBxA+9Udp6UchIC3gejweQ53bSZMmYdKkSWnvlIODrSCA67sv4P7yWwAJuIvkmYtyi5GqOyZRogKjrQTcPC0PZCcIgdqz2SLkCLh2wzLLfQ7j2r4W7pUfQjl2GPD+KvETOHNP8rRw0s5UwyFo23IErv5d9MNLK9LQo+yg7N8a+5t1/U0GWlwK1CRwQBp/d9+7/wcy8kHp9u5NK2OJA92r/5u2fuQ70i7KDvag2e1KS8ONT4B26Jb2axVP/yl3e/1v3k74XJs2bUK/fv2sG+YClKL4sSvMm/hL0XDH31H8J7FXQ+NP7zPGgOQ4Zr+T1vWJFrdBwx1/T+u13Ss/hPfTVw3bg+ddh/DQHwORMIofv9q4/0e/gNquC/xvP8I9b6TiFJCaKihH9gIAGn75JGj7rmnte1IEG1E841rursCkqYj0Pc30cFu9Uwyeha/rYrqhuFF/7xst16EMwvudeON4409/G3uGI71OQuCK/6fbT47uR9Hf7ox9Dlzya0T6Dwc5shdFL9wFgEo9N3bH/4/fQtm/hbtPOze5tqyGb/Z0AECk9xAELp9met5svE/k2GEUPTul+RPqb38eKCkTzrUAALcX9Xe/ptvk+eI9eBa/pdvWcMtfUfTcbQCiiRIbbnve/LwaQmdeitAYubYtTaZ/J2X3BvhffyD2WfvsKDu+hX/WH3Tt6/9nJuAvMT2n999PcRMk8ghcdi8i/U5PsNepI3pWIr1ORuCKeLImduyuv+s1wMO3uG7atAmnvKMfx3jrR3bu187Ryo518M/6fWxf4+RpcK/9zHA/IwNGgBIltp13H13fLdVlO66/541YEiv2N5JZ5yrbvoH/7Ye5+wIX3YrIiWNMj3d9uxi+D54R7lc790Hjdfx1TTqx61oiITXIZ599hldeeQXbt2/H0aNHQRktICEEa9bI+cQ7ZAie+0wBJxzJCDIlcFwuazfSlnZ1SjNUU7Q9ONYoaKaMKHtks2ZV9JxTau5WpriYsiy58b6QgDizK81iRuEWwZCZs7As1tpa280QURbRZpj3w/feDAQuuweeZe+j2SXV96/HklJA2gs5nT31xccrwisv1gK4vvsi9nek14mxONvAhDvge/8v/IM4Wd9Z4RaA/vlIOIuyTdxYswFbH3XrGpAj+0DbdQGpN9aYJaEAqIWA69olF4cMANSb3oR2soRPHQf36o+NO1z6sZnUMWZRgXDbDPWVgASi71944ChuG/fXn+mPKdV4k7Jzg9tjmD+CP74Z4VPGghw7DHh8UNt35SsJmHO5v5yH8IiLASSXuM8sfEpmzPEsm2u63+q5KnSkBdznnnsO9913Hzp06IChQ4di4MCBmeyXQ5LwXiiiRpyIm2wjsSAnefarEK1gmOassgDE91RCwDV1L1Jc+kk6VxQPJgJuocXgsrUO8x2egKsTZDgxaDy3Pe+Hz5lmSs1LJN9fqslAbliUtxCuTatif4cHxROoRAaNgrrsfSgHt/MPpNRC8UpAFc1+kYCruPkKvnBuKP1yAs5couzZiEi7LvxarjIxrpEE3F9b6LegorAIZl4mCcaFh865Jl5qkVd/PBKGcnh37GPg0rv1ccjsusDjM5YqavpMW7dH8MJbxJ1hxlDvwjdiAm5Sim8zAVem9raFLcURcM2RFnCfeeYZjBo1Cu+88w683tQDvB3SDzmwHZ5KjnbeseBmnyYNIm3TCaTmIL9NvsVB6SxMqcfIsIjibmLWWeEEJCHgMuUBcuGXMdXw5rvAV+AWXPiMCxfPF+/F/ibHDxuPcXHuEeudUBDw397Q6T/Wt9IoEXJFwCX18X6oXfvq9tHSdoBAwHWv+QSeJe8iNOLiWIZd3bFeP3SrZcHcQ4tLQWqNmVWJY8GNIzAiAOBbumXundcPNBqtvzzM6spmFNGczo7NMoKbBp3gzBPeA/WxhJzU3wqR/sNM+0XdHuO2VnL3zFSRmsw62ky5EZDwGrHyFnQEXFOkZ77Dhw/j0ksvdYTbXIVS+N/5P/6+TExO+SacpZumQV/t1FPcJt+yKGsmAJpqMXoevAW85rpEpAWn1NSqE82irLXgZimJSCQMcnivuG9mtTkLTeArMCGNZ3VVqnbG/z64w3gQz23Z65cLqcgn2LlJcSMw4Q6EfsjkQ/AVxy3h4UDCC/NMoLN+eeSz5XrnvwhSewTeT18BObKP06BIrxQTCbiiutqOgBuDG+5i5kUkIRjJelmET78A1GxNkUl44wuM4TKJWnC13iiEo6TWvxNGzzBDsjiPzzA/0jK5jMVs39XOvTUfklivadYS4YGjEBx3Q/xaUrW3zcduOyfKywbSq4YhQ4Zg586d1g0dWoZgA8ixKv6+TFhwBS97aLQ9ElFkmpi10UxYyhVX2HSh/a48V6NUEUywMNOeAxIuykpUyG3C//oDcK1dlGQnJaEU/ll/QNEL/wv/Gw9ynwUSNHFRzneBj9Wk57vFmoG7INMIPOGTzjbu51hYohlXC1vAVcvKERk0yrg4JgS0WGvFrc5G78wJxd3QKRu7KPkO+P7zvGFbNN5Ya8Hlzz1CAbfAXJSVPRvhf+EuFE//KTyLmHhm3r1rXmPxrLsyLsoSSqjg2GsQ/NEvrM+VbVK04GrndVKt8XajFN6PXoglRgMAyintRcvKEekWDZmkJWWgrTsYfgfauoNUV8wMEoYYXBkjj7YfitLkSdGEjIBr9Vy4WyYe2y5IrxoefvhhvPnmm1i8eHEm++OQLCaDqNCylQoCgSE8iJ8kIN8InTHRvEHzYsRU851fVnDdBJARC66VgGviomxmLVeMCcG8//1HRl37Se1RKLu/j15+zwaQQ5yC72YLo0Kz4Bba9+WgajLhh0/kCLice6SW9yo4+daw8DR5983clF3ffIai5++Ae+mctHbPDBI2sVZJKrWaxxUdviL9Ylm0OBcIuIXmouyb+0ws7tOz9D2QQ/EYUO7ap+kZ4yYikrh3PLdwAy2t5BN9D8azivpbJXRabeiRcmBbTMmj7N0M95pP9I15NYAJQeDy3yBw8e1ovPYRwOU2KqskQ6Zo284In3Z+fINWWGe/v4SBQpcTx+XWKSkJJzmc8QTmvzlNQz3gfEb4q0+ePNmwrXXr1vjJT36CPn36oHv37nCx2dMIwT//+c/099LBEtMMb5nICitaNGQg9jIXUcsrzBvILEbyzYKrfQYzEoMrEHKaBUHRO6CauyjD5TZkLCbBepDaatA2cprfhAnqtbckFDCqO8w0xPku8LHvT75brGUws+4BfG0/pYV379jqDibeG1oB17VpJdRuAwAAnk9fhWflhwAA76I3ET71vAx0lO0MNU0kloo7IvX6dc8BEVlwix0XZQAg1fv1n48dipda5D1Pzdt4+6zuXWMdP6aeJRNK40QICQQyNmPxuF+g6MW7AVAELrvH+rzMXFb8xM/QcOMTcG1cbmjKs+ACALx+RAbHk7KRYxL3U0BoxAS4v5ofPU9II+Cy31+NiMOmmtEp/V16gTRRV24eFhmqCx3hG/P999+DcCbMbt26IRAIYPNmY2F7XnuHLGE2iGbCEiU4p1AIyTesBIym/cGx16Do5an8NnkXgxt/BtNRiN2A4JyeVfMAjxeRnicKDzVb5IIo/CyWGSwXZMigyHmfiImAS/N9rGW/X74L9BwivYfAtTVedo9YZFHmokYKLwaXVRWZCrhlsb89y+ciNDyaMbVZuG2G1B+TujI5uh/urz6G2uskRPqcKtnfJrQLXrfX8LslahnTHdumo5QFV3iNAnNRZvGs+RSB8gqgpA3fDbm2Gp7Kf8L1nbGWLbG4d56vOKV3ONBMVCZIAKEVn4137dANDTf/BQg2SMUL85Ip+v7zPCJ9OWV8JEskpSLg6pSHGqFWJ+wCTesDi3FYtyby6AXSdLiuF4hBKVmEd2ft2rXZ7IdDqpgJsRmJwRUsGgplIWr1PZsGHlreC2r7bro09zHyLFGXTmjLhOuMyEUZgGfZHLjXL+HuI1QFNVvkKi6+MJvJ7OOs9pZ3LYu44byGsagXWpkgAAj+6HoU/e2O2GedVUnwfjVe9Tv4334ktrAikXBhWXAjEShH9uq3SbooA4B74wpEKk4xtJOtk+v978tRpcTKDxH84VWI9B4inxRIMyZQTmxdpOJkg+AtS6TbD5jnQJxFmUehuSizuDauQNGOdWiY8leuN5Dp72LlisrJ4B0ZcAZcG5bpN4rK9GQLwfegnHlZNqkTAES6/8CwTdm7iauwpjwXZd45fzAC7q8XRP/uN8yiNXtxzdpOO3bwLLgWEO0xHq8u7EAXjiA8gYWAm62EmDalgGa+PMdkMZ5MgWoruJkEgYIRcIU14Zr3a+5DpP9QQaP8suCS40dif2ek9qaFtpIcOyTeaTYRuFz8dySDkwdrweVeX/N8qB2669uL3MXyBGX/Nv2GQhLSmqCl7cT7BK5pao9BCFzy6/iGSKigLLjurz81bAuNmiRszwq41Ovnjsv+V+9D8Z7vLK+vtbh7P3sTRTOnwvPff8jF6+myxRp/X7X3EMtziFC7D9Q/B839Ya1vQgtuoQm4xneGBOqg7N2UeJZgC+UA610U/NEvEBx7tbFhC1tw1Y49+DtEbu2yFLdGqLnWrBZesiqRizJD6GNRIjAAACAASURBVKzJULv2g9q1PwI//lVi/dG68mt+G8PvLrM+0Fp9vUW6daOyfyvX4s90xny3UwLUlKRXDZWVlbj99tsxefJk3Hfffdi1i5MkxSFrmGbqy8RLIBLOWjpOJEvQVmXmDTSDpDBuJI8suN6PXohbQRVXRuqz0WSVJ1S1TjLFczvLxHtTVwPPorfgXvuZfruVgNt9oH6XpCbbtrCLuULUVJsJ9SbZM3XhAZFwQQm4SpV+HRI+eSzCJ/9Q2N6QXdVbJBRG2679hLvdHArPqnlwbfnKuqnGa4Fy6iADFmXnzHrBuiiLEhw6ZYKa5mX+/SHBgCF/gtz5TBvoPoVPPJvrrdTSCYXCp50PtWs/w3Zh5u0EaA4NiEEUbhUBWTdtWtoOjT//Ixp//gcgUWW7rpxW01hAabSUmLaLMslbgxqvDI/XMG775jxlnnXaaux2BFxTTAXc6dOno2PHjjhw4IBu+xtvvIGJEyfi9ddfxyeffIJnn30W55xzjlNGqCUxm4AyEUtY4C7KloXDNYNkRKB59334XDq71HJEwrpsh7S4dWYW1Wzx9uI2goaAQfNp6u7r4ishMjB5eD95BZ6l78G1gUmgwXt/tQsjRUHwxzcBHj/Cg0fHE57kK8z9yIkSLtlG5Jbt9pq7K+oE3EhhWb+ZexYadZmp54fBHTkSFirDig5uNb+2iSCj7NlofmwkDN+cP5u3AZKaX4MX/Co6HmufA1WzcG8iMPk3Qs+AglpImwmk4UDCFlzT/A+A8d66PaAKZ/5sYQsuPF40/vyPhvVMOgRcMJ4UoGpUmcDiK079Wlbw3hOeAUnKRVlvweWFlpCG4yYnsKiDK7KqOwCwEHArKytxzjnnoLy8PLYtEAhg2rRpaN26NebMmYPdu3dj5syZqK2txYwZMzLeYQcBZnEemUgQIZrwCiVWzirhh2ZRRct7Ifij6xEZcAaTfZnykxvZDLa8Rnjw6Ixch7W2mNa20y4GVDWaSVmE4uK7VGfAauj+jh8nbGXBpURB+JRzUP8/MxG8+DZj2zyD9UghiVpN8gFWKGmicfJvzBc+2rqSBeaiTA0ufVZ1JD2IdB8U/xwJiUvglVgoNQPiutW6+p68bnw5Txc7rBwSGAtMlBXBs680bFPbd0N4yLlNx3IsuBphLlJxilCAlqrlmi+YePuQUDDhOq/csk3ac2qfG4+/ae3AeW5zpSSMR+89lIlwJLVLX65hJiuJtnQCbtNYwIuXlVH6aJ4V6vHxM6GbvFvseKZ27o3GK+8HLeuM8OCzEk9kV2CYSiNbt27F0KH6+MFFixbh+PHjuO222zBmzBiUlJTgkksuweWXX47PPvssk311MMG9aZVwH8lmmaBCWUxZfU9G0A+ffj4Cl/wv1HZd9O0CcslLchltDT/qL0Xoh1dl5kJePwKTpiI86Cw0/uwPFjGK2omQmmvRFReC511r3J5FqwW3f1pXyebnrVCylKejhEI+wKtte0J/82O0FstwCLSALbgy8xEt6xhvHg7rhD6tl4hVoiW21JhuH5uBlcG76C2rbkYRCKDBH98MtWtf4w6txYu9F6wrLiHiEKMMZpTPOUzipUn1gYQTfbnXLjKPtayPW/AaL7u76ULG51ZoXc8ybP6RdAm4wXN/HvtbLevE/x2ykTVYYZKxUcrPeSGRQ0UfV+8HvH4Ez2XWGmbvFvN9w4NGQe15Ihpu/jOCF99eOOvtJDGd+Y4ePYrOnTvrtlVWVoIQgvPPP1+3fciQIdi/X187zCE7kONH4V5tkmo+m1mUHaIIFgpscW/Z7JzZwr36E3g/egGkxiRhE4PWgqt27ZPRQTfS9zQEJ9wO9YT+5m7iWm03pealQhQFtLwXApN/o9vu2rcl1e7Kw01ypZlAC8UzoplCshiZwRNoLBZ5ulJtBVkmSIOMcK+Nd4yE9AkUNbHuVuVezCy44LlbNp/30G7DIjc0/CJuW56yovGq3yF8yljQ1h2N7c2sfrz+ip6tQnofTQQXz7I5SZ3SN+cp4T7SUBu/dLO7L++dNakikFUMAm4aXJQB0NL2sb+JGuHOiZFuxozLaYcQ6CzolPLnZ4l1tdb9mPqjyqbwsPE6Tz7TcYW91ymUCitETEf/Tp06Ye9efcr9pUuXolWrVjjxRH0Kb0VR4PXmhoap0HCJ3B6byWYWZQcAJkmomAVKLgm45MB2eOe/APeaT+BNJD44aJ0cJROYabR1FlwLAbdZiGDdfTyLJa0qspjFdnGsQ0S70CokKxwAFDkTOcARaBS3hPcIk2SqkGAUQTL1oikj4OpCA7RlPawsuMxYHrjsnvg+kUeCqsL/1h/1/WnTCaEREwQXEbuu0rJORqWfyRhpENYIEbqAOi7KmYM0amIwY/GsnN85V/KbsEoTf3oEXO33c21YDtf2b3TXDFw4BbS8V3quZdkXJtEULwmllZEnHIKyd1P8NJqa2/o8CSbvFqtwaulSUTbDdNV02mmn4c0330R1dTTBx7fffovVq1djzJgxIMxAu2HDBpxwwgmZ66mDELbkiIFMWFsLbeHEwUyYU1vx3WcNmYAba7ntWoKil6fG/nbt/Fb6OBLQxEfyYkwyhZl1Qrewo9ZZlLOBmYWHp8XVCsQFJuAGzr+hpbuQG7BlXGQWOG4mBreQYN8TGeO11uIdZpJMeXyxkxAaMc2ZoB0HI31Oi7pZNiMQcF3rKnUhHgAQuPg2Y9Kd5ms0cOaL5u9MCNQTBuh2CTP4A1AObNeeJPqfqH0hPUeSynuhEiIRKAXRuCjTZsUez0U5VwRclnSFzZh8v8bLpyFy0tnpuY4MbKIp3vrBYl3tnfc33WetgKtXqpmspR1PyZQwXTXdc8892L9/P0477TSMHz8e48ePByEEd955p64dpRQffPABRowYkdHOOgjgLJzVDvHsahnRvuZZDddkENaFA0BLBe6zzCCeKxZcUpVCBnTNwi6r5WtMXLaoO3ELbqYxy5aoHN5t3EgL10WZduyBxisfiH0ODbuwBXvTgrC/u4ybYiFbcA2CgYSEq03KpYaZ2HdFr0gzS+aoyadAfcW6ZDzK4d3wLHrL4MXh2qWvrUvLOkcT7AhghWEgGmLRjE6oBhDpa5KEhuOOzE2CAzRZsQpkzpdY26id++jc12UhR/bBvfoToP5YdEMoEHdPd3vjyRF5lvpcCTXI0HNAzea4bAv3xNqCazW2unbEjQTU30r/vMhacPO83n2mMV01DR48GHPmzMHQoUNx6NAhDB8+HO+++y6GDRuma1dZWYlWrVphwoQ0aLQcEkY5po+XDA8+C+GhF8Q3ZLNMUAERvPBm4T5tPIkOpWVdlJVt38D13ReGgVM5tMfYWLJOry7DbTbS+Ddhas3ysDG4JpNyNhJXQGB9acL9/XKdogCAfqFVYBZcAFB7DkbjlQ8geN51CJ01qaW70zKwCzuJZ5W6mTJBBQUjBMgohrTjSJhxUSaKPo7VRMBV9m+LH1dUanD39Sx9D67NTDJIzTgcOv3HaLj+MVOLmM6dNbbx/7N33gFSVFnbf6o6TM8MYchDHkQkiIiARAGzoigmDJgjrph1FXXXje67vui+rmlVMKyrruIaV1G/FXERMeAqZllQUZQkYQiTOtT9/ujp7gq3qqvTdHp+/8x01a3q211dt+6555znJD5zZK+xiH0HWq9BiAw7wPZcht9S7Bw6j7WFclnUdvE5RWU7KDEj1S3hEAJ//x38r81Hxcv3AjDnaOrSMmTjfcF4cN3NC1LG6fO10TM6hsHY1iLyuVDSEOXEvLvluCuNCxS6z6M4GMrm6gGicy/n9yQGkv5qxo8fj4ULFzq2mTJlCpYvX561TpHUUHb8ZNwQiUB4cryKTwMXolMtGi+7H0pzI5T6zQg8/T+JfTYKv+aw5rY0cNV1XyLw1C3RftT0QPOsX0F0iBriyu5t1gOCza5CjvXqoU4hcVnH6aGXgoqyPvRLBNrLJ5HZwMHARbgFnrWfIjJ4bGKb2ZNUhmj994bWf+98dyN/mBdx3IQom8sEuVyoKgksBq2bHFyTN8UUOSGqEmOC55uVtqGS6pZEFIbWa2B0sc/rNxjFyjajpomiKz+i9RuWlldQbxhovQeh+ZQb4Vm/GqFRhzt6/YTe068LcxYVVVBk6v5l8jtSTCXlRMfuUHYYyzyJQLuU1YPV9auh7NoKAPB8/VH0vQwCU0l0BwrEwA2NPhLej/4FAAjvd3j2Tuzw+do8PNvkwZVXOUgyB9Y5lrSeA437zItqdujSDyN1+0CrHWDfllgoz1lTiaHUGw1cRYuYQiBykYNLAxcAUF0D0aWXZdXdzsANj59h3NCGObj+Vx6I/6/Ub4Lnv+/HX3u/fNfS3vUKtc5IT/qQziYOObjCrKLstCqvmwQGp10Y/1/r0iej7lnepinJ92mu9Wrw4BZIeBppU4RJjd3VRC/Xi5sFjek+cXPfGPLhIsaJq6oCgcSiZMzzJkX3XYt2nQCvD8HDzjV2x7Sg6Vn9QeKYdOucmha/tAEjEJp0ok6wyAavzQKhnZFdJgauwYPfrjNaDrfqAYgOXRAafaRluxPSCB69B7dSZzAXsAdXdO2DluOuQmjSSQhOnpm9Ezt9vrZO0dH3RZOH5ycTWjV4Zs3juH7McYiw1Htwg9NmO74fsUIDt9gJNls9TpGwMQQiByHKSrmEK7nEUgPRRo1StO9kKAGRUw9uSyP8r86H/9X5UL/7DKrZe9D6cFW2b4S6/r+Ww90auIbc0jaUsU8tRNlhQUZ3rxjqFGfZqHQKUQYkoUqmUElShpjDVd1Mcg2TszIwcJt2J4xLSx3c1EKUlUgI0Iziblq3vsb2NoaeQdCrdQIb3vdgBA87L9FGN94r201lFV3UOdVra8RJc/JvUHXVjXW2UTjl8sw3ax9Irkukbh8gUJ2SNoDlWS8EfCtf1zXQPW+8Puu9XkA6DJEh4xGaPBPIUg1cAM73ql195lyhmMoEyX77TouH5tJC5mgz3bjuWCZI58FtU32TEqFw7hiSHjJ1xkjYOCDkQmSKIcoGUgnN1YuIWAzjLOL9fBm8K1+Hd+XrCPz9d9YGrYOnuvk76fHKrq3wLfsHfEufcvwN6evgtqkH163IFOBeZCqHAj1KMm+9uY/lXAeXRDH/xt38DhTF8Dt2yvEqdjxrPkTVXbNRed/lUbFFi4py6mWCFJOBExp7jPEAuzxc/Ripm9AKnQdYH+2imutsu/DgSnUfUvDs6etvGhZh9d+Tk9BUOWDwzCkGsbAYokPX6D+paE6Yx/9QCzyr3ku8U0hXDUNRrDVPC8SDmzOcFuPa+rPrxlnFVmTKYV6tRRDPVVZUZ7FAu/MIYZwftmX6V4nAWVORIw2T0DQI/co/c3Bzjla3DyJ9hwGqF8Fp9uJTgGnC05Q7D24sT8aO2OCpNMuNbO9/XoNv2dPwLX9WXuA+FETgkRuhbl4b39SWhcidVIkdRabME0n9w9Ol+EM6JPXWt95Tyo4tUL/9hAYusa78u/Xku1XpLHIq/nEroIWji3Hvvmite+sqRFm/GGwqE6SoEF16Gcc125q2iWeiIa9XN94bojhME1anut7xt+g5EC3HXWXcmEJ0R6RuH90L/fim9+AyRDmO6pFel1ideyFZZA3vM9VSUx2Kal3MNv2OIr33Mr6H2Xgu9TQVJ0dMG4tM6e+pimdug2IScgWSRLg5eW8hqb0tIxxC3Ej2+Nr+OygB+I0VO5JVL1HVPvd5WBIDN3joOdl/n2JBUdAy6+boQytZKIl+wpPDHFytez+oTuV/YuEvMkERAJ51X8T/9y172qJk61vxMtSNRi9EW3pwI32H2u/UeSd8Hywy7BL+Sih6L4yNgZv18E5zjq0ZLQI07EDlgmuAkLm2dYlPbogUYZ7UuPRkCI8v4RGyM8hKDGXXVghL3ryL+8YSoqx7tsUmurrxRAkFpTqyhnJ8ugmsMIz3Or0Cs2Hq1oC0eKlTWPwyq8PGz6H34Np4JcvFg6u7DkJVrelGXn98cUKY6hVrnXshePQl8C1/Li4kFT+nSSU/8MxtEP4qKMGo4RsePsX4Pm1ZU74QcFrEbesUHd37qRu/RsWi+6xNdJFrFvT5+LJIMxcOKO+HryXOQe9tWtDALXbMhqbqReigMwz18pRcTHB0N6XWZwiCU06B5mRwlAOK4koF0zDhyVWIctNueD9f5tgkJmCQbh/UtZ9ZN7ZlDm63vtC69JHWkHUUbPFXAo26sGq9irLegHDKjUmHZDXttAh8H7wiMW5BD265YjZo3U709EZbgdTazjm+AKCmUSbI7E2RRE4YSv7I7s/YsTG8yQ1cxRTqbMiJdcL0mxDmz+z2WJsoLFsPbjnWwVVUS7knUV0TXxAQHbsaj40tSFnmXMKilWLRvTB978LfdiX3CgGt7zDbfcKhdFZOMKchSO4VpdHBwNWcPbhGpXvrPEPZuRX+JY8lNjD/Ni04ayp2TA+dxjn3QnTsCuHXP5Czb+DqjWata59oiYNSD6HJFvpJRo7CvvxvPpG0jRLz4OqEDLTeg+0PMBlolhptFdVtbog1X3AbmmfeYN3hIEBlmcDpJzA59OAmW2hSNE1ergko2zJBZY8nDRVlGA2yXEaJFBLRUFLzMyjFMkGmEOW4l1W3YKbYLVTZqKYaDNz6jVC2b2p9L9N5TN5AW5zy+ZKhH0d0lRD03mR7w6r0Q5Q9q/+DwJO3JDYoVg+u3msbz8WNn6D1WkjGeqUxSfk5s25EGXpwm2bfKd/XxnNLR+M1RtD+ea7oq4zIDNwkZYLUDWsMrykwlR6cNRU7+lpbXfsmHpK6kAbFbsU5E3TGDW++VNEr9OVmVdz78eLkjSQe3PDwybbN1a0/Op8vWVmKXKAo0AaOlGx3GNrMv1f9BFG/spptcTbJ+SL6VWstYu/lpYFbnpgXatwuIOnzBs3eh1LNpfRVWL8fVx5cfd59yOLBi5879jbLnzWIRcXRhyXqS/AE2kE/5gce/xUQChrGl/A+BybvZ+zc5sm+RATJFt0CiWIXomzzPDfXhy1FKp75X+Mio6pYNBv09W8tBm7r70025/J8+7Hje5tzfUW5GbgARE13yzatS582jQxzizkCw0BELjgXQ6S6kM4Q5bRgiHKxYyNEYwjRdFhpSheDN4o3X2oouTdwXXUj5rnVGVXCXwnRoRuUnT9Z2//0PRDoBQDRskOm/NvwPlMsx7QZXr+9uqkJ84KMYWLh9SE6GRXRB4+p5FYmyDy4omNXYF3rC0elZxq45Yi5Dq77EGV5mbLoSUVJRttEldPT+FwekzdFGqKcGCM8q1fAv7QzgoefB2gaPN+shPrjKih6LQPDopkX4f0Og/ej/wcAUHZvh2/pk8bJfAo1cC3CkimEbxryfm1DlPOkohyJQNm9DaJjt9y+j8P7W1Es94rB8DQ9G+Je2mTpKDLMub6pKDSXCoqClhOuhffD1xAZPB7C50ekbkRhjldO4n36xS5ZiSNz1EgS6ERKDxq4RY5hFVYfvpZzD66uPpdNzVdig36SkQNvivLTuuSNACi7oivVht+HP2ArZKNu/g7o1wvK5u8sZYdaTrgWkb32T6/D2cCcx+JgCFgmcPrJpaJAVFQlJqvBpux5psOShSavg6dNB+vgliles8iUu9+B45gsNJRE8Jb5nvd4rBNhN2WCvKYyQbJFY9P36f3wNQQPPQeBB38u1QAwGz7BI86HumEN1I3fRE+34mUEp86S9yEZmahi6/N19Z4jV2WCcujB1TQEHp4Ldcv3CB50OsLjjs3de9kh+15lz0KnBf1WZf9UjXRRUW1NRyhTx0Fkr/3zO5dwi2wRQwigYYdxbDKP4YApB9fF/Vymv4VMKYGnXJljZ+DGPVGIDtzZLnmiz7/kzZcSBlGQbE4aNA2+t59F5YPXWnZFBo1B4xUL0Hj1X3UbQ1C/+8zowfX6ER40Wnr6mCKzJb/X60dk4KiMu58RqXgXnEKUAcMET2lJonycCpIQZYMhokXsF6MKcQWb5B7z6n86IcpmSkUsyKxKLrT07hODgWstEwQAQhIG7Fm9Qm7cqh6pYWRW3PWtfD3xIpVFtExSJ3T9Ureu1+1wUSYohzm4ntUfQN3S+nxZ8njO3scRqYHbev1rauObtO79TW10+dZdegMAQuOPtYYvOxCacoplW7kauMWCzDCt+Mf/ouru2fD/65HERlkKgZsyQTrowU0PGrjFjp2BqyjGATJZiZJUaWEObvroV9GzN9n0fP4WfG89Jd0XPPTc6CTK5IkI/P13RqPKV4HwiIOk51BjnmHTyqXWY0BKYXI5R1ZYXYd5smrJfdKLrGRR5VoqMmXw4GpAi42ByxDl8iTdMkFJPbjFj3nxSYlEDAuG4dFHujuRXkAqHJQ/UyULBnaiQaJdJ6mhLdp1Mh6/Y3P8/0jfIe76igy1AXTfj7p+te6kLsoEOaVQZIhjTdE2Qvq9ti5whMYcCUBBZI+RlnzplqNmxxojeNg50X8rqtA0+05bwS5R2cHwOjz6CGujMszBLSpMz3Nl63p4vv4QAOD54cv4dtn82KAKLQuNNzk+uNiRHgxRLnb0xeXNk59AFdBaY01paYLIogiQunNr4n1ND26SBIOxkr1V8YqX77XdF1fVlnk4dAO18FVE6yhLUBp2AEIY6uMCQKTnwNQ7m0s8Xjjl4on2pt+rOf/N4MFtzN4VkoU06dVuI+F4TUQLTjmVpGSx1MF1GaouanrY7lNamkpjUdK8+CQ0Yw1Tl/m4wpyDq/OoxPYJ2f1nc6+Kdp2l20MTT4D34zek+7Su5vq99mgSIR63KA31NjtceHBzGaJcCIsuEg2HWGpIeMw0hEcdEf2eTM/QyN6T0dy+M0SgHUSPusQOjweo6mD9nXj9EB27QWmKGvXCRkCpHEWmigpTVKStWr3sfko5RLkExus8QLdAsWMjMgUAoiI3nigAUHbpDNwUQnEIcp6DK8XBQDLUyfRVOCgWCmPOdytazz0y7Fx2EarHqjSqwxJiZs59CiTum2zWKVYkObgG77HQEsJf5naVhaciSdqANMsEhRy8l5X3XAzvO89n1K1CwHJvahEYFgzdhiubS3boRV9i+/zW8VPdtkF6OtFebuA65mWmsPis9RuG8N6TIdp1QsuJ17k+LnqwC0PSVmSq1A1ciaGhz59UVflvSlGg9R9uNG7j55SM+aoHwSPOR2wRtuWEa6TdidSNSPzfb7hTz0kesERk2URWSBeMDCrK9ODmCnpwixxbkSnAEGqkNDdkzxMVCesMXMX2gU5s0D0kZQZjuohAe0sx+TgOIib6xQr4KhxVg2WrjVptgXlwVYnYjA7RsRvCw6fA+9lShEcealXJzEWIshBylWf9wkMkbAj9Nxyuq6VJyog0PbhoV4PIwFHxkDkz/n//HeEJx2XYufxiWQyKhI0TQ9cGrjFE2TDGxcZNyQKhukVeNk1zeB5qXfpY83ZlKqtOKAqCx1yalhq2bXizwYObBxVls+GdB6Vv6XeToYK+0iCpp6p6ofUciKaf3QVoGkQnm2iL6o5oPuUmeNZ+ivB+h2XUD5IDzOOPXbkfWQ6uQc3czaITI7jSgR7cYsfBwNV7cJUs5uAGnvht4j0C7RyNJyIhRx5cx1Bx3WQhNOlE+3MkUcRWW6z1H0Xnnsk715Yk8XKJTj0RnD4HjZfdj+CRF1obGDy4md836rovUfGPW+V90d87WsT+Pk2l1iUpHcwCaCnkYoeHTcxyZwoM81ikRdIzcM01KfWemViIsiQHV93wtWUbIEmBsHuvWHuT+JRr0jEA3YjY2T0Dcmjgmr1hns+W5uy9bJGFiprvv1SRfWcx4aqO3eyN21a0ASMQOuh0aX1YkjsM9eltUFoaAF3uuN3ikdSDqx/HZb8Rs+Mj099hmUIDt9hxMnB1E3VpYfo08Hy2FOqPq+KvbT2GxB4lNzm4+gL0ToTGHWtvMCUxcD2mPJOW6XMKT+HXxoMr/JUIHnpO4uFSXSM93LAwlIYHV9n8HQKP/Qr+1x4EwiEEHv81PF9/ZN/X2HHhYGKSpaiI1O0DIOr14QSnPBFm8bZUxMZS9QwWGZbFJyHSM8IUxejF1d3z8Rxo2bho47Gxy8EFIF0MdjtuZwOp0J2JvOTgmqJbnPQk2qoPgCQHPhtQMLDgCU6/BKJdJ4h2neLPYRnqVl0Uh+3itHXsMKRQyaL4TNty8jssA/itFTtOIlMVibDGbOUSVrx0T1bOU9YouVFRdo0/gOABJ8G/5DHjdtUT9zAIf6XUm+jReU1Ex+6IDJ+S066mhczA9frRdNXD7oxxfYheqvdNKIiKl+6Funkt1B++gvej/+fcXj/hbUisBgt/JVqOuwqerz+C1m/vwltEIG2D2UhNpR5yG0yK1B9WoeKle6F164uWGVe0bTSPRUU5bLTBUviuhMcXXWAyn9cb8+C6DxF0iqQRZkE7AKH9j3J97kwJD5sEz6r3JDt0xnqgGpG9xsLz3/eNbdrQwAUQDQFtS3EdmZqty5x3UlqIjt3QdMm9gNDge/sZeNZ+Km2nbl0Pre9QAJKUidi5ZL9hQ4iy9b6ypK5xUSQt+K0VO25DlF1M1NUfViEw/xr4/3lX24kflSN6YyWLYV92anwtx19t3SgpBWFQCrWZWOg9uIWqxCr0NaBj25Lk5Rra2t03DfXwfvAKlC2S2pcA/P/vIVT93zlQN69Noa86FeVGXb6WPxCdaO59gHPIIylt0iwTJD02B/hWvAylfiM8q1fA996L7g9sqIfn038DshxFl1gUx9MVmQIMhrmiD32OhQamYuA6aVJIrklk78muz50pkb3GSrebI7Fajr8aTbP/DK17XaJNDhdjlYjVG17xwh3Rfbu2w7fkcXhWvW9pk9U+yJ7FTL8qX1QV8HitAo+66DfF4MG1Cf+XRcslCVFWf/yvaQN9kelAA7fYcVRR1nmiXIQo+195AOrWH+D9fFl08uGCN+2ioQAAIABJREFUlhlXumpHdORKRVmyCh484gJEBo+zbBeyWoc6IQO7+n3eJl2IcqEq+3l91sltCg8Iw32j8+ZU/PMe+F9/BIEnf28t+RMKwvvha6nXitTl9ukFSaTXh5Qf5tyrVLySbeB90nsDPV++6+4gIRBY+EdUvHwvAs/envJ7ej94BRVP3gLPd8ZyZdAiUNLJwQUMIcqeb1YmuhqLaEmhTJfo6JBOYFoUDI2f0bbRGYqCyJ6jXbUTnWpNCyo5XPSWhE7H0jr8rz8M33svouK52+Xe52whG7szNCwi/WXhrYzGKSbM5TU1nVq2PkTZTj8jmQfXvLDi+WwpvJ8sMbZniHJa0MAtcpxVlBMhyr4VL9sqtMYP16k7+pc/5+r9I0PGu2pHdBgmNCJ7Rq5kFdyuvqJUldeFB9e3a0viHO3kOax5x+uXGLgpDHWG0P7EwpBn7SfRbbu3G/LQAUjLQbhCXwdX7zkqUO84aVvMObgpGa1tPSly6+0Kh6Bu+hYAovdRCuOfsn0j/K8/As/aT6CuN3k5zCJTqRgSdkZm7DNJRKZsMedN6wgPnRh/Touqjgg7lHPKFSIVwbo2SKfxfvCKdUKvQ69f4F90f076AEBq4IoMPbjBIy+A1nuwcSPTTYoKUWnMkde69Yv/r+zaltiRkgdXN0aY7ivPd585tyeuoYFb7LgVmQLg/WKZ69Mq9RvhXbHIuFGWo8LBOnUUBYbJVzYMXCGg7K63bpfkfAGQel/1SqF2xqt/+/r4/5qTmEoeER5riHIqDwi9BzcuZGO6RoYHGwAlbFMiwAmv33YCVajh36SNyUBFua2VN13nqZojTWT5lzaom7+z36lpSDtE2c4YdhGiHDpgZqILvQY5vktkyHg0XXwXmk++AU3n/29+SuxVpBB5k6N0Gj3+1x9xbqD7fSgtDZaxN75v13Z433sR/m3yFJKkSD24mRkWolMtms/8bfKGpHAxhShrHbrE/1eaEqH99h5cydihOIQoS9SYRSr3LIlDA7eIUXZtM64amQ1cU5ip6xCyWPv/rjBuMCnoOpWbIcnQTcQkpXdSRdm2QapobafQKTWsdJO44CFnQTbpC2z9PnGOQs0N9UjybVMycBP3jfrjqmieoOmho9ZvMh6UwiQdAMJDJ6H59N/YL0AwRJkAVi+s3e9FRq6FScwLcy69XZZyGineO7akWyYIDiqlrRNRuwWn8D5TERp1OLTeg6H1GICW465K/l4dukDbY6StinuuSUUwS9mZiNjxrP4gF91xRuIVq7znZ1C//cSy3f/KffAveRy9/3WfNYXEDTIDN1s5uLrnT14WNUjamHNw9ddPadyVGHOCNlFcsoVGhxxcxTQeat36QeszxH2HSZyCNHAXLFiAESNGoEePHpg6dSqWL1/u2H7ZsmWYOnUqevTogX333RcPPfRQxucsdDxfvI3Key4xKOFawtfMYagVSbxCphvRs86Y46QYBIaqEJp8svsOE1t8y57J+BzKbuOqttalD0L7Hw3RsZv8AFk9Rl0ojehUi6bzbkXzzBtsr3PBPqglIcqpTOrM4cGBx39tFIBCdEHBgI3Al4xI3T4IzrgcWs89jGHhOujBJQAs92kqvwtpGkIW8b7/T9MbRidqnk//Dd9bC4Gm3ZKjYAnnV9wYIy40JJRMQpTtFgNaxxHRvotll1Y7EMGDzwSqOqD5zN+i+dw/QnSwtis4UvgNKbu3x/9PSUQsG6heW3HMwFO3WLbFcqc9LQ3Onn47ZJFUWRL3aZ55fet/Clqmzc7KOUnbYM7BFe07J8KOtXC8PJBtDXvZ4plBRdnkwdWlmgWnzkLz2X9gpGSaFJyB++yzz2Lu3Lm45pprsHTpUowdOxYzZ87EunXrpO3Xrl2Lk08+GWPHjsXSpUtx9dVX47rrrsMLL7yQ9jmLgYoX74RF9MFJZArR0iNO2BkB6sZvEfjrTQj87VeJtl17u+8sccT7uTV03PP5Wwg8ciN8Sx5PPHjDISib1kpXp5XGhPc2Mngcmi+8HaFDzrJ/U9mqoinPTHTvD23gSMsAH98vmfTlC32YYHDyybBMblNZiTd9N+q29fAtfcq4bet6w2tZ/rP9+RMPPGGT22cn8kXKC8uiZSpqvjU9kjTIIDWiYQf8Sx43bFLCIagbvkHFy/fC9/Yz8L/5hPzYFEOUfW8+gao7zoP/n3fb57kBmako24l3xc5hMgqbLvw/NJ/zB8BmbCxkZPOAyKAxeehJErSw8/XWY4oKSCd31lKaBZI61GmiDdgXTRfdgaZL7oHo1jcr5yRtREUVhC7aQus1yDhXjo1fdmWCJNFjwin0X/db1noNpJJ3BhScgXvPPfdg1qxZOPvsszF48GDMmzcPPXr0kHplAeDhhx9GbW0t5s2bh8GDB+Pss8/GaaedhrvvvjvtcxYtGUyG1G8/NnhogagIBgD4//Uw1A1rDCGwFul0kj6SiZj/X49A3fg1fO+9CPX7L4BIBIEnf4/Kh69HxUt3W0+h8zDahSUbkAyaduIjdl6jQvLghsZOR/DQc9By0vUQPeqsHpkUQjtlkxrv528ZXqvbNxpem8OKHNF7BWzu0aLwBJHcY/HgppY/GZx6mv3+DAxcvWcvhvrDV/AtfjT+2vvxYvmxJmNEn8cGAMqOLfC/tgDeldHjfe9GF6u9n7+Fipfvte+UFjF6Q1IxcG1SGIRuoWzzhFMh/FUI73MgRJde7s9daJjGc63PEAQPvyBPnXHGPCcxoFNeVhp3GnYpElXmpMhEtLKYxy469+S4XowoClqmz0F46EQ0n3JT9JmtGy+UVm2alDy4qr0H1zA+trGOQqmh1NfXF0zB02AwiJ49e+LBBx/EcccdF99+7bXX4osvvsCiRYssx0ybNg177703brvttvi2559/HhdccAE2bNgAIUTK5wSAmpoCVYglhBBCCCGEkDKlvl4irKqjoDy4W7duRSQSQbduxrzBbt26YfPmzdJjNm/eLG0fDoexdevWtM5JCCGEEEIIIaT4KCgDN4ZiFogRwrItWXvz9lTPSQghhBBCCCGkuGjjSvDOdOnSBR6Px+JZ3bJli8UDG6N79+7S9l6vF507d4YQIuVzAsld3/mm6o+nWLYFD5yF8PgZhm3qD6sQeOxmw7bG65+EsmsbRLtOgKqi8s8XQmky5rAkI3joOQiPmZZ6x21YvXo1Bg1yriFYSuivn2jXCU2X3pfYubseVXcnlBbDex8ArXYP+HX5beH9DkPwiETelP/V+fCufB0AEDz8fIRHHe7cASFQdetp0IuyBA85G+H9j7I0VTatReXDURXIhoYGVFdXI9Jvb7TMutnStmAQAlW3npp4WdURTZc/4Ppw2f0lo3HuU5b2Wrd+aD5/nu15zNdO1qbpvP+F6N7fdX9llNs9Vaw4XSdl2wZUPnBl/HXzOX+EVjsg5fcI/O3maMkrHY1X/zUlRV096tpPEXjy90nbtRx/NSKDxxm2eb54u1UkMUp4nwMRPPpnUHZth7p5LSqe/mN8n9ZrL6jr/+uqT1qvQYj0HQLfe1F15+DUWQhPmJHkqCgVf/89PN99atnefNovofUfDqB07if1x9UI/O0X8ddNF90B0bmntK1sbGq8YkH2xLWCzaj609mGTcJfBSXYqp6seqNiU7JDDz4T4bHTLX1saGhAVZdaNJ/9e4hOta674n3nBfj/bRRGa5lxJSJDJ7g+B0mNYr2nAguuhbolKlLbdP48iE49UXXbGdK2jZc9AFR3NGxTdvyEyr9catjWdO6tED3qUHn3xXGNg6ZL7i2IvO1ivU4F5cH1+/0YOXIklixZYti+ZMkSjBs3TnrM2LFj8eabb1ra77fffvD5fGmds2iRlX7p0NWyzffWQlTeewkCj94ERMIWkQ9X2AgSkXQwRhIoppIzSkuTpZSGYhI50gtuuCqJoygWoSnRTl7XVnTuCRHQiYqpXoQmHp/8PfKJokDruWf8pdY7t4OzXrE2eGhiwhbpN9za1k3pCYpLEMAqMpVKuSv9cTIRJVndT7dEEscKh3quyraN1m3m8kFaBMqOLQgsuMZg3AKwlOdy7lPYKJylpqKibNPWTl25iNH0xqzqtVXJtz+BRIwpXcwKsgAQ0CnIx4xbye9XJnQW39e8C/5X5qfUFUXWF7v6yKS8MYlEWcY0Q1vJ2CsZV+LiUuHEgo5tfW7iioIbvefMmYMnnngCjz76KFatWoXrr78eGzduxLnnngsAmD17NmbPTni3zj33XKxfvx5z587FqlWr8Oijj+KJJ57ApZde6vqcJYPkphEduiA8xLgC6Vv+LABA3fgNPJ8vg6XckAvsypuQNDBPrkwqo2hpMhiwAKDW/2Q8hV7F16VisPCYDVybiaqvAs1n/g7BabPx7Um/RuNl90Gr28fVe+STluOuhAi0B3wBhMYdm7s3EsIw2dJ6JDxswWkXWdu7KT2RpiFDSgzzYki69ZFlhlomKsp649jht6rWm9TGt22A/1+m6gWaBs/XH0Jpsda6VRrcG7jqpm/Tr4Nrd0+WYhpTZTu0HHcVtN6DETz4DMChIkLwMOscScmmgSs5l6iwlkiL9B5sWUhRdkXHXK2rvOyOun2DdLt9XyQLPjQwiAzduKxoEcApAjJZHdwYrY4Ng4MjheoPxErB3b0nnHACtm3bhnnz5mHTpk0YOnQoFi5ciH79+gEAfvjhB0P7uro6LFy4EDfeeCMeeugh1NbW4tZbb8WMGTNcn7NksCl1EDzmUni/eke6z/P95+m9Fyfg2cNi4Jq8tS2N1m07f4p6UWITM70B7PbaVLYHdJNKOw8uAIguvRDu0guR1auLpvaj6NgNTZfdF/3uJJOmTNFqB0b/0V8fr9/wXqJTDzRe+RCq7jgvcaDpoSUC7Q0luID06jiS0kN4s+PBlRtqGRRQ0IWNCm+FrSmpbN9keF3x0j3WNlo4uognI+SyDmrsXHqDOAtlglIykouIyJDxiAwZn7SdJgtdzsTzb0bmNZVN6v0By4JMLK1KdOkFtIaLBg86HXipNRVFUi/eEVkdXHO5OUIAkwc3Yl8iCJCOLUISXaJu+hZav2FxQxcAa+BmSMEZuABwwQUX4IIL5HXZXn75Zcu2Aw44AEuXLk37nEWH3cq73UPaYRXSs9aad+SqC1xZyiLmEGVjzpESbIK6zbQarUWg7NwC0ak1NFb3MHfrXdfadYJH52FxMnCLFo83Z6vwsZqk+km1aNfJOrE2GddmI6Xl+CsR+PvvjMfw/iKApLZ5uh5ciaGWiSdOP0Y5jDfqzq3G1+tXS/qRZIKYAt4vliVepGLg2oUil6IHNxWyHdpuRmLgmiOLAETHQ5Ox6Vn7KdC029AfvZfXnOqTTl+USBY/Kykd9PeFFrHUYTbg0oPrX/wowqOO1P2eFYeFN+IGLk8VI3YPmBRXuwFJHovHF5+46wkeYhSC4I2XQ8ze2vpN8Hz9oaWZUp/wjhgK23tdennMq4P0yqeEEo5+5/p7SJqPaJokK6YFKq3/cLQcf43xGF4LAlgXOtyEt8uQeaIyCFE2GBVOv1WdvoOy4yd5Gy0CpdkanmxH8KAzXOaouzdOpTnKQEnm4KaE7PNn0cBVNMlv0CvREvH60HLMpZbtvneeM/6O9b/FUEtqv3HZ50rVSCZlgbAYuDY6NooqXySzG1fM3ttyX2DLkDIfvYsUUz5mDHXr+sxOO+lENF6xAC0nXmvZFx4+2bghm6u45Y558hmRq0ZaDqvXKYOHU/fgcvDMDHX9anjfeR5KQ0Jx3TaPOQmRASMS52jfhdeGRPF4o0qudSPQctL16Z9HJmoiCw91ezpDSoT9eKO0NMD7zgtQN3wNz1fvyhtFwtEwfxeExhyF8H6HQbjxZNODmzkywz+D340Fad6r3IOr9dsbwUPOMmz2vf+SsT8eH4QS67NIbZ4ii2jIZBGIlC4WkSkbA9cueswm9N33/kuJF+W+uJYFCjJEmThT8cxt0u3hYZMyOm9o4gmAxwut/3CEh06E98vl0e1TTrXmXUq8vCRdTB4+s8iUHcHEpNAgMuXW+1fuk7cs4P/33xEZOCr+2lWYt2yC6A+geeYN8H76JsIjD8liD0mxExk6IfNSJdn04Dbtgv+1BYnXSSJG/P9+AnjbD63GpmSLJowGsw3h/Q5HKKZQ7g8AzUnU/1MxxKpsdAXKfYx068ENNsP37ycBAKGpp7oXQ5Pm4FoNXOH1A4qCyJCJgK5cXrQ/iXMIRTUqz4ZDrlNU1Hpjvrio7GAY2wmJY/DgaoBNBIpMMA2ArfHqW/Z04kUaEZnECA3cIkPZ8gM8676Q7tP6Dk37vJF+ww0PguD0OYgMmwStex1Ex2ipodDkk+F7ayG03oOh9drT7lQkU1yGRRkM4TRClMP7HQbPNyuj/w/NbHGknNGHj9uVTBE1tVBa850jdSOkbbSBIxEcODL7HSREqqKcnifO98GrxtO4EUIJB6Fu+V66S9HCEOHkgkD6+r+iojJpALISTG40xwhOPAHe/7wq2VPmBq7Ug2tdGPG98zx8/3kl+qK6o/sycrIcXFkZtdawZSEznPXnUBWTgRsEKtwtxqs/rYv/H5p4AsL7HuIYnUDKGN14qmhh+D5YJG1m63Riil+bQAO3yFBs1Ca17v0zWm2OixXF8HgRGTTGsCk06USERxwkF9IhaRMx12h1MdmztEtDZCqy52iEJp0IpX4zQlNPc/eexBHNxoPbfMLV8P/7SWi998p5TV5CLEg9cekZuOqGNcYNmeaLaxFraTQJhugIFyHKkVRKmVV3hGjXyaJJUe4qurLPr2gRi/62753nEv+//Yx7A1f2G5Tk4MZz0WW/Nc1YGioqUtVaciUccq8VHkx4zML7HQ7RvgRFF0l20C2iqD98ZdssvN9h8h1eHyL99k6/iglxRXmP3sWIjXdPVHZwPqzf3o77NbOBa4No35nGbRYI73Ng/H9R3dGwz7Vyo25SGBM8ApBSiHJo8skIHnMpRIcu7o4hjth6cLv3R8vM691P/AjJInJDTUS9ccEUS/Hsrje81rrJ65C6JhI2plgACI2fYWmmte8c/1/qydMRnDor5YUk0a5z8kblhux3kySvVXj90RJ2bpBFEUhycONVG0z9EYH2MJS7UlWjCnPYvRdf/zx1rWNByhK9yJR5PDS0q7Kfl7ecfEO0rFWsbY27OThxDw3cIsMuV0nr2sfxuOBRFzuGRYhONvlRJCc4Xi8HD67WuXf8//hvIRJOTDpUD4vT55IkoUWiAyfJpBCRLEoGmxGYfw2q7rwQnjVWlXbpWXZsgbp5bfx1aMLxCI84OLOuaRHDmNdy0vWI9B9ubNKtH0Q3Xd36JGHRWp/BqfdDZsyV+2KubLyLLYg01MO35HF4PjOWaFRaGlA1bxbUr1cmP7+s9qzMwNVN/oOHnpM4vHaA0QusqIgE2iVemqtEOJDWIjEpT/Qhyk76AU5CUV6fIcfbUMObZAUauMWGzWq76N5Puj2+v6Y7mk+50Xa/1rlXRt0iGWDOaXLIwQ3vf5TuReukUDfACrclgkhayEpoGfZ36tlGPSEkBSTGm+/9l6Bu+xEIB1Hxj1tdncarM2ZEoH1UUMjnB2R5ky5RQkGD90zrVAvR2XgfNZ/2S6OxmUxhNB3DVHZOGriWTb7WXGX/m0/A996LqHjpHumhgaf/J3lFAJnQmSREWZ9/bVgc1jSjGriiIlSdCC1Wdmxxfv8YkQjrjxL36MdTpwiYZOOH3hlBUamsQwO32LD14CYPExMdusm3V3WESOIBJllGP0CaHvJ2Ksqh0dMg9IIZre2UkF5BmaFVuUR06W2/z1+V1LNESF6QGLjq9o2pn0c/CQvoFEI1oyHjSk28FaV+I9TtGxIbvL5oqSw9FdXG18lyY9MwTIXUwC3zKZLk83vW/AcA4P3030kPVzd+43z6FMoEJfYnjAIlEjKGOSsKIrqwUKXRpVfMXIWg3Bc2iDO68cecXmEg2fjBhZScUuajd/Gh2KzyuMmDMudZarV7IDJwFFpmXMEBPZ+49eCqqiF0Kj6wMrSqzYjU7mG7r+XkuW3YE0JSQDrRSmPM1y2+hUYfYdsstP/RqZ+7FeH1A6qKlmMvh9ZrEFqOvgTwGCeCIunEMI3PVuaCUlIynYAnm+CbRKaCR1wgz8HVe7r00QKRsCVEWdMdr7isKa9/hgo+Q0ky9L9rJwM36UIcx5xcwm+3yFDqN1u2CX+lu7pzptzM8NAJaJl5PbT+zgJUJAfoczjMOo92iqKqucYfQ5TbGq12gEVdPIbo0LWNe0OIS2QLmGksaio25chaZlwZ/z8yaAy0JCkzjrQ+yyLDJqH5rN8jss9USUeSeUbSmNpIc3DLe4rkqgSU0/HJ9CBMIlPhkYdCOKkom/ukhWERmVJNdXBdYIiaYhQOSYbiMkQ5yUKb8NCDm0uoRlNkqFt/jP8fbn3wh8YcZdfcESXscnWTZB/95NLswbV7KCuqcZGiVanSs15XtoMhyjlFqx2Alj1HoeKfd8drCMcQLustEtLmZMtQ03kr9IZGZK/9ER5xEJTd2xE87DyLMrxbRPsu7qJQkhqwaXhwZe9b7pFNsnDhVLD5/pQdP0UVZnUhylqfIdH2svc0eHB1RkEkAsO1VlTjfs3lHIeLxCQV9CHKLY2u2sn308DNJTRwiw1dvmV4+NTMvK9uB3+SA+wNXMU2RNljCM+K5S/5X33A9lwkPbTaPaT5Y6JzL8DjRWjcMQYDV9TUAhVVlvaEFARZMnAVc65iDI83qtSvo+XoS1Dx8r0pnV/r4lLsMMnnSad+rZDV1i13AzdTb6bk+/N+/Ab8r9wP0b4LggefGd8e97zKDFy9IaAv0RIJG661UBRTlJO7OY5Bx4IeXJIMxaWBm2z8oIGbU8o7/qYIMYgyZFoOxmX4DskBhoHPbQ6uqQSQJL9I2bU1876RaP5fF4nwWuz7N63yhweNboNeEZImMpGpH1elfh5DiLJztEhk6MSUTy+952TkYmIoTfMpcwM30+9Zs9a59S3+G4Dos6rihTt07xX9jUrDovXPS/3vLtRsXNQ1Gbi2i8Vm7BZuCJEg3ObgJoMGbk6hgVts6I2aTFfl3QowkOzjGKJsc11Uj3F1WvbwZg3crCA690TzBbeh5aifyfebQsEje46StiOkEJAqBKeDztNlvgcseH0I7z05pdMLtx7cXKgoywybcheeknyPWvc694dLIoqUoI3HK/bsSvIMEwaV5J3GWrqqx5iD69rA1YtMMc2HJCFb4wIN3JxS5qN3EZKhBzc87IDE//senI0ekbQwGbiRMNQNXwNC2MrOC0t+kXV1PJN6lMSEoiAyZDxEoB0AIDTxBMM+PVqvQW3ZM0JSI0sTMsPY5CZXMcWwfdchyskmhukY9PTgukLdvBb+Rfe5ayyszyit92CbE0evqWPIJwD4/BCxslFCg9KgKwWkKEaF7YikDJEEo8gUDVyShGylLtDAzSmcDRcbOgM3nTyj4CFnQXTqAa1rXwgXpYVIjjB4cDVUPHkLPOu+iC5AOJUJMoRfWT29SVUrSWr4A2i68E9Qt/4YFUFpRXToFp0IhYMQlR0Y1kYKm2z9PlPx4CL18UjrtZerdkk90tny4JZ7Dq4N3k+WuGsoW4S1IfFbMX7nkT2t6R+iXScoLQ3R1q1/oy/U9EKUQywTRFIgW+OCosTnEST70INbbGSag1vdEaHJJyMydEL2+kRSRy9S0FAPz7ovAADeL5Y5hCibDNz6jfB+9C9jGxq42ae6I7R+w4xesIpKtMy4AuF9DkTzqTflr2+EuMCVMqyDt0vZuRWBR38Bdcv3iY1uPF2m8ahl+hz7t99jpHsV+FzUl6SBm30kHlzpNiDuzQoPmxRdNASgde2HlmmzraeorpGfwyIy5bJMEEWmSCpksXxYpI9NRAPJGM6GiwzFlG9CSoBgi+Gl0rhD3k5RLSHI/tcWGNvwN9FmRAaNsa2JS0hB4cZwjIQAm7qMvn8/AXX9auNGNwaueSJoUsgVgfZQmndF317iqXN9Xsv+NAxT6eehgZsRrcassn0T/K8tgGjf2d7ojP32KirRdPGdUHZvt83JFu1tDFzVYwpRdqkzkmroPSlvsmjgal37wrP206ydjySgB7fY0A/YNGaKFn14uRJsMuxTt6yzPy5ZYfByF0UhhFhxE3YpC5MTAr7Fj8L7+TLrrnTEeEzjU8vM66F16onInqMR3veQFM6TLAc3jRBliedOqDRww/scmP7BrSHKFS/8GZ61n8D76ZtQN6+Vt1WMETJOgmMi0N5mj2ISmXJr4FJkiqSAzTwrtP/RKZ9KtO+caW+IDfTgFhsGDy4vXymgtDQlb4RW8Q0uahBCUkS48LYq4ZC5YBnU9WvgW/Gy/IA0PF2RPUdDVNdAaahHaMxR0HoPQvPsO5IfaCYXIcr04EoJHno2tC694H/zidQPbvXgqhu/Tt42lfQau4VeNb0cXIpMkZSwG1+kQnXO0MDNHbSQio1IZiJTpEDQexiSqUbGaNxlCfEzIyrtVrYJIWWLGw+uxBhQdmy2b59OrqLHi6bz50Hd/B20vsNSPz7eMdOzT/UYF3+zFaLMHFygogrh/afD995LUJp2pnasXb6trGkqC/Y2C71CUY0hyi5zcFOp70yInYErsmjghodOSvlcxAgtpGIjU5EpUnAkLYsQa9e4M6kHN3jo2dnoEiGkhHAVdikJUVaaGyQNYzvTNP6qOkCr28feC+cG0zhoEdFKw4MrC1GmgduKx4Pm036R+nGatQ6uLSks2NuWGjKLTGnuygSlqg5OyhzpuKCkFWEn2pkMXF8AkQH7ci6XBWghFRmKxhzckkA/AdPs84S0Tj2hbt8AAFHla7VVaMrmGNGpNqvdJISUAGmGKCtNu6Vt7XMgLS1dtksNS5kgnx8I6hYKs+bBpQ8ghujeH5G6EfCs/cT1MUoKHtxUFuwje47nr/nAAAAgAElEQVSS71A9Bk+w4lZFmSJTJAWkZcrSnI+Ldp0Mr5tPuREalZWzAkfvIkLZtc24yk4Dt3hxOQELHnsZwsMOQGj8jKhir6IgvO9B0raWlUBCCAHcTdplxkBzwsAN7z05OsZ4/QhNPdXlG+fIA2r29vnMoYHpiEzRc5cMdfN3jvtDE443bhCaY/kp48lTmM8oCkKjp1m3e31GD67bOrh6kSmWCSLJkEUbpJsyaIoYcIyaISlBD26xIAQCj//GuI0hysWLSwNX69AVwWMvM2wLHnEBRKAdfO88Z2zMBQ9CiIS0Q5R1uYla770QPPqSqDKtyzDO8Kgj4Hvvn4AWTkth1BbT+Cm8PoNJm5b6sTREmT4APbYl7FoJHXBSVJQs9lvSNMMiiSOpzme8kvaq12TgulNRNnh63eSrk/JGYsyKjOZfCmLRLpqDejhJDY7exYKiIDTyYMs2Uqy4vHZ2YhoyYQIauIQQGW4m7Zpm/D8SNnjAhNcfndilkKMo2ndC86ybETz8fIQOOCmVHqeGxThNw4NbUW3dyGdsani8iAzcL/FaaFCadrk6NGWBRIvHXQE8adbBpcgUSQnJuJDBYljzmb9DpG4EggedwTSzLEIXYBER3u8w+N79J5TmXdC69Ml3d0gmuJ042a1qSwZTQY8+IUSCqzJBrXn9yo6fEPjbzQAERHVNokGa44vWZ3D2c8rM46dZXT6dcMHKdpL3oQ9AT6TPUHh++NKxjSE/UWi2edyWc/dLUVXbfM1bFzkMObhuQ5QpMkVSQTJ/U9wKmknQeg9Cy6k3ZdIjIoEz4mKiogrNs34J76r3EB52QL57QzLBrYFrN8GSeWtZNooQIsOVBzc6QfMvuh/K7m0AAGX39sT+QspNNJWUEZbyaWl4Xj1eiIpqKC3MgbMjvP+0pAauUUBRg+IiRFm07wLRpXdKfTHnysYMW8NCL0WmSC7Qe/xjpCKoRtoEGrhFhujeH6Hu/fPdDZIxGYYoS0UOGKJMCJHgJuyy1cD1fPeZfH+SGtxtitmbbM7HTDe0uLI9oDdwuWhoQPgrkzfS5z8LDUpj8hDlSN+hqV8z8286ZvCqHiRyGkVU5CpZSSq9B7eQFnJIQaJI9AoMKR6kIODoTUg+cPswt5tgycIFaeASQmS4MdTiIXby0j6FNPG3pGOYje80Q4tFVYp5oOWGm2eMIURZAM0ucnD9ZhVsF1jC0nV900cshJqTnspgsFBkiiRDltudQYgyyQ00cAnJB65DlG3aZbEOGyGEJPVAFLAH12J8p+nBFQGT0BTHVCNuFkp0373v4zegNDc6NI4dk/pUVJi99rrfgF6wSmncmfzt6zfqzsMcXJIEaeh7bmp+k/ShgUtIXshQnVMy8cpMpp4QUs4kFUkpIA+uJYLF7HVLN0TZfF6qKBtx84zR1b1Vf/gqae3caMM0pqImQ1QvLiWqOsT/jxu4DTvge+tpeFa9bzhO2bbBeB6KTJEkSEOUScHBHFxC8kGmEyfZRCNZnhEhhNig/LQOlfdcYru/oFTazSJTHbuZGqTpwaX3zhk3Bm6FMU9X/en7pIeItETBzCrKOgO3WmfgtpYp8r/xKLyfLwMANJ98A5TGnYjsORrej98wnYchyiQJbtW5SV4poCcWIWVEhgau1FtLDy4hJE18HyxyblBAIcrm8FTNbOCmKw5VSEZ8IeIilDhStw+8H/0rcYibMkFpXC9LWLpucULmwY0ZtwAQWPg/0b4O2h9a7R6m8xTO75wUKGGX9ZVJXmGIMiF5IK0Vaz1UUSaEtCWF5N2s7GB8XVFlapDm+FpIn7EAkar3m4gMHodIv+GJDTqRJ623TT3kdBZ8TddKq+kR/19v4MIhB9ezegVEuxrjRoalkyRodcOTNyJ5hwYuIflAzewhKs0BoYFLCMkRFlGfPKL1qIsbUaFJJ1lDi9P04IoOXTPtWmnj9IzR7dN67yltIuwUitNRvTZFFIguvRL/y3Jw7dDlnhsMc0JsCA+fivDeky3bRaBdHnpD7KCBS0heyMzA1br2sWyjyBQhJGcUUIgyFAUtp/0CTXPuQ2jyzKyFlYZGHwlR1REAEDziwqycs6RwMkT1Ik9+s0e9dXv7zjbHZh6irHXumdjXeg0BFwauruSL1q1vyv0gZYjHg+Axl0IEjGXFIsMmQbRGEgQPPjMfPSM6CmdJlpByItMc3E611o00cAkhNoTGHJU8z9aJQjJwAUBRINp3iv5vqYOb5vhaUYmmn90FZfd2+Rhb7jgYogYRsqoO0jaRfsOgbvgG6haz8FQ6IcpmAzfhwUUqZYL0gkEUaiSpYL4fPF40XXA7lF1bOX4UAPTgEpIPsiBmImpMA2i6wiqEkJIndMBJmZ2ggMV3sqrw7Kvg5NQOh0XU8MhD4v9HagfIG3n9aD71JgQPOct03jSeXaa+CIMH132IsqKvaVpoiziksJEtpHl9HD8KBM6ICckHvkDSJi0z5zrut+adcfWZEGJDoBqh8TPSP76QxXeoftw22IQoh/eejNCkE+Ovhd6bqkf1AO1qrPmLaeTgiuqaeIio1qmnoRZySjm4wabE//wdkVTgnKug4d1MSB6wFdvQETGXLzBj9qhwsCWEOGE2Ur1+QCZYV2zQMGkTZDoPkYGjEDzmUuNGn40adew6mc+TjsiU14eWk34Oz+oVCI84yNhPs4ErhO1plGBC5bmgaj2Tgkd4/ZnWwyA5hB5cQvKBCwM3qcFqfhjz4UwIcUCYciNFZXublkUGQ0vbBml5Ovk00izAAwAiZsianlVuyg/J0PoMRuigMyC69Dbu8FUkyghFQoDOiLVADy5Jk/CYaYn/9z4gjz0hMmjgEpIHhN0Kt54kD1tziDJVlAkhToSHGSdh+tqhxYzZcCc5QupplfuwQgecaN0YE3GyPKuy7AdTFMPijdK4w76p3vilgUtSIDzqcIT3OxyRPkMRGndsvrtDTPBuJiQfuMjBTRq2Za5LSZEpQogT1R3RfMpNqHjhzxDtOiMydAI8677Id68yx+tD88k3wPv5MoT3OyzfvSldZIuodrnZMq+6amPgZlgXXoaobA9l11YAQMULf7Zv2NyY+J+RACQVFAXBI87Pdy+IDTRwCckHHm/UgBWafZtkHlmKTBFCUkQbMAJNVz4ICAH1m49dHROacFyOe5U52h4jEdxjZL67UdrIFlFtDFxznVoAQCgoP0azz5FNG93zUd34jW0zpaE+/r+obJf9fhBC8gINXELygaJEV4vDLfZtknhkLRMIGriEELcoChCocmwS2WMkggefac1xJOWJ5Bkj7CKNJOG+iu2CbvYNXHX9f92127Ut0YtSyUknhNDAJSRfCI8Xip2B6/UnL8vhrzS+poFLCEkBUWFv4EYGj0PLcVcVdnkg0rakEqJsjjACEBkwQtpU0RwimXJNSKeiTAOXkJKBSXuE5AsHg9SN+IswGbhC5XoVISQFHAxcrUNXGrfEiPT3YBOibMpnFR262Ys4aZEMO5YdRBUNXEJKBRq4hOQLj72BKzrVJj/e4sHl7UwIcY+TB1fmgSPEWsPWzoNrKgVkfl4ZdubRg6snwBxcQkoFzogJyRdOHtzOyQ1c4TcpMTNEmRCSCk71uN3U6iblh1sD16xI7LQAWwAeXFFRzTJBhJQQBWXgvvjiizjhhBMwcOBA1NTU4K233nJ13LJlyzB16lT06NED++67Lx566CFLmwULFmDEiBHo0aMHpk6diuXLl2e7+4SkhkNIsejUM+nhFu8LDVxCSCo4hCBLVXAJMYtKZcPALQQPLvNvCSkpCsrAbWxsxNixY3HLLbe4Pmbt2rU4+eSTMXbsWCxduhRXX301rrvuOrzwwgvxNs8++yzmzp2La665BkuXLsXYsWMxc+ZMrFu3LhcfgxBXCAeDVFTXJD8BPbiEkFxBDy6RYHlu2ZYJMtdpd3g+5VNkqhXm3xJSWhRUPMapp54KANi6davrYx5++GHU1tZi3rx5AIDBgwfjgw8+wN13340ZM2YAAO655x7MmjULZ599NgBg3rx5WLx4MR566CH86le/yvKnIMQlDjm4Wo+6pIczRJkQkisEc3CJDEtZIJceXLtyQkCBGLgd8t0FQkgWKSgPbjq8//77OPjggw3bDjnkEHz00UcIhUIIBoNYuXKlpc3BBx+M9957ry27SogRiUGq9doLwUPOhujQJfnxZhVlB4OZEEJSQVR1zHcXSCFiDjV2WSbIKWLJvj5u+gSnXeyw19pnlggipLQoKA9uOmzevBkHHnigYVu3bt0QDoexdetWCCEQiUTQrVs3S5vNmzfbnnf16tW56C5xoNy+8z47dyHQ0GDYtmbCWdF/XHwX/u2b0E93/Mb1G7C7IvffYbldp2KG16o4yOd12tM0BsVYuyuEMH8/Bng/AXW7G+BtSvxmdmzZip8k34uneTcG6H5bjfU7sF7XTv+727Fxg/Qc6bJ69Wqgolb62/7xsEvgbdqJHsseM2zfvqsRW3l92xzeU8VBIV6nQYMGOe7Pm4G7cOFCXHXVVfHXTz/9NCZOnJjWuRTTCqIQIr5d/7+5jXmbnmRfHMkuq1evLrvvPNClK9SmLYZtqXwHyo4aVL5RHX/dp19/RHL8HZbjdSpWeK2Kg3xfp6rqasNrUVGN8MiDMWDk/nnqUWGS7+tUKFTW1EBRw/HXFd27o0b2vTQ3GH5bgS5dUK1rp99X0a2r/BxpoL9O6uzbEXjsZsP+PlOOgvr1SgQ+Mv7ufXV7ojOvb5vCe6o4KNbrlDcDd9q0aRgzZkz8dc+eyVVjZXTv3t3iid2yZQu8Xi86d+4MIQQ8Ho+0jdmrS0hbIhxUlF0dzxxcQkiGRAbtD8/qFQCA0OSTEZp4gqO6Milz3Koom3O4nVJoclQmSOszGKFJJ8H39j8AIPrbBqwCjQBQyRxcQkqJvBm47du3R/v2mec8jB07Fi+//LJh25IlS7DffvvB54uKHIwcORJLlizBcccdZ2hz7LHHZvz+hKSNU9kEN5hycB1FPAghRELLERegAgLCF0Bo/6Np3BJHhOoxZbDaiUyZp5fGdpG9xsLz3/cBAOERByNXhMYdA6V+I5RwGKH9jwIAiIpKSzuqKBNSWhRUDu727duxbt067NixAwDw7bffomPHjujRowd69OgBAJg9ezYA4P777wcAnHvuuZg/fz7mzp2Lc889F++99x6eeOIJLFiwIH7eOXPmYPbs2Rg9ejTGjRuHhx56CBs3bsS5557bxp+QEB2ZFpU3H6+F5e0IIcSOdjVoOfHn+e4FKRbMkUJ2C7XmhRKTkFTL4efD17EbROde0PoOyWIHTfgDCB5zmXGbuYY8ABFol7s+EELanIIycBctWoQ5c+bEX19++eUAgOuvvx433HADAOCHH34wHFNXV4eFCxfixhtvxEMPPYTa2lrceuut8RJBAHDCCSdg27ZtmDdvHjZt2oShQ4di4cKF6NevXxt8KkJsyHZIcTiU3fMRQgghekyRQsLOg2vGXAqoXQ1Ch5yVpU6lhiW9x2YbIaR4KSgD9/TTT8fpp5/u2MYcjgwABxxwAJYuXep43AUXXIALLrggo/4Rkk1Eph5cEwoNXEIIIbnEbZkgMwVQ6zaOOb0HyDyiihBSUDBpj5B8QVEoQgghxYT5ueXWwM1Brdu0kRmzvoq27wchJGfQwCUkXzipSrokNO4YAK2lPYZOyPh8hBBCiC1penCVHCklZwvh8eW7C4SQLMKYDELyRRY8uKEppyLSbzhE9/7y0geEEEJItnBbJshyXIGrc3tp4BJSStDAJSRfZFgHFwDg8UIbODLz8xBCCCFJEJaFWXeGa6Z133OOuW4vIaSoYYgyIXnCOlEghBBCChifyRB065n1FriBS5EpQkoKGriE5Iss5OASQgghbYUwKxCbQ5btKPQF3UIPoSaEpAQNXELyRaE/8AkhhBA9Zq0Ht4YhPaSEkDaEBi4h+YIPfEIIIUWEqKgybnBp4Gqde+WgN9lBdOiW7y4QQrIMDVxC8gU9uIQQQooJS71YewO35cSfA6oXokM3hCYcl9t+ZYDWrW++u0AIyTJ0IRGSJ8yqksFDzs5TTwghhJDkCHOIsrkuro7IoDFovOx+wF9Z4JoTIt8dIIRkGRq4hOQL08QgPHxKnjpCCCGEuMAsMpWsTFBlu5x1hRBC7GCIMiH5wpyDy0LzhBBCChiLB7dI1YfDQycm/h95aB57QgjJBfTgEpIvLDm4xTlRIIQQUiaYRKZEkRq4wUPPASrbQ+vQBZE9R+e7O4SQLEMDl5B8YTZwHXKZCCGEkHxj8eAW68JsdUcEDz8v370ghOQIzqgJyRPCUiaoSCcKhBBCygNzDq7K5xYhpPCggUtIvjB7bOnBJYQQUsCUjAeXEFLScEZNSL5QmSFACCGkiDB7cIs0B5cQUtrQwCUkX5g9tpwoEEIIKWBKRUWZEFLa0MAlJF8ovP0IIYQUET5ziDIhhBQenGETki9o4BJCCCkmzJFH4VB++kEIIQ5whk1IvqCoFCGEkGLG68t3DwghxAJn2ITkCcHcJUIIIUVGpG4fAIDwVyK89+Q894YQQqxQxpWQfMEQZUIIIUVGcNrF8H6yBJEBI4CqDvnuDiGEWKCBS0i+YIgyIYSQIkN07IrQ5Jn57gYhhNjCGTYh+YIeXEIIIYQQQrIKZ9iE5AvVk+8eEEIIIYQQUlLQwCUkX9CDSwghhBBCSFbhDJuQfMEcXEIIIYQQQrIKZ9iE5AkRaJfvLhBCCCGEEFJS0MAlJE+ITj2iNQRVD4IHzsp3dwghhBBCCCl6WCaIkDwSPOZSBI+8EPBV5LsrhBBCCCGEFD304BKSb2jcEkIIIYQQkhVo4BJCCCGEEEIIKQlo4BJCCCGEEEIIKQlo4BJCCCGEEEIIKQlo4BJCCCGEEEIIKQlo4BJCCCGEEEIIKQlo4BJCCCGEEEIIKQlo4BJCCCGEEEIIKQlo4BJCCCGEEEIIKQlo4BJCCCGEEEIIKQlo4BJCCCGEEEIIKQlo4BJCCCGEEEIIKQlo4BJCCCGEEEIIKQlo4BJCCCGEEEIIKQmU+vp6ke9OEEIIIYQQQgghmUIPLiGEEEIIIYSQkoAGLiGEEEIIIYSQkoAGLiGEEEIIIYSQkoAGLiGEEEIIIYSQkoAGLiGEEEIIIYSQkoAGLiGEEEIIIYSQkoAGLiEEACAEK4YVA7xOhBBCCp3du3fnuwukjKGBS3JGbCIeiUTy3BOSDPODiEZUYbJt2zY0NDTEr4+maXnuEbHjm2++wcqVKwHwfipkvvzyS9x1113YtGlTvrtCHFizZg3mzp2LFStW5LsrJAlr1qzB0UcfjVtvvRUAn1OFyvr16/HVV19h69atAErvOUUDl2SdUCiEuXPn4sYbbwQAqCp/ZoVKMBjEz3/+c8yaNQunnHIK5s+fD03ToChKvrtGdASDQVx99dU45phjMHPmTFx++eWIRCK8twqUFStWYPTo0Zg1axYikQjvpwIkGAxizpw5mDhxIjZu3IguXbrku0tEgqZpuO666zBp0iRs3boV9fX1+e4SsSEYDOLiiy/G+PHj8Z///AfLly8HwDlgoREKhXDllVfioIMOwvnnn48pU6bgiy++KLnnFH91JKssW7YMRx99NJ544gk89dRT+PDDD6EoCr24Bchrr72G/fffH1988QXOOusseL1ePPjgg7jrrrsAlN5qXrHy7LPPYvTo0Vi1ahV+85vf4IADDsDbb7+N22+/Pd9dIzZs3rwZU6dORUtLC2677TYAvJ8Kifvvvx977rkn1qxZg7feegu33HILvF4vAF6nQmPhwoX49NNP8fzzz2P+/Pk47LDD4vt4rQqH22+/HXV1dfj+++/x7rvv4qqrrgIALkgUGNu3b8fMmTPx9ddf46mnnsL//d//oW/fvvjNb34DoLTuKRq4JKu8+eabGDBgAO69916MGTMGt9xyCwDA4/HkuWdEz6ZNm/DMM89gxowZePHFF3HSSSdh/vz5mDx5Mj755BO0tLSU3GpeMdLc3IwlS5bg7LPPxj//+U8ceuih+PnPf47+/fujoqIi390jJmKTg6+++gq9evXCr3/9a9xxxx1Yv34976cC4o477kDv3r3x2muvYfjw4fjss8/w/vvvY8OGDQiHwwBKa6JXrEQiETz55JOYMmUKJkyYgOXLl+P222/H888/j82bN/OeKhAWL16Ml156Cffccw8WLVqEPffcE0OGDMEnn3zCa1RgfPjhh/jhhx/whz/8ASNHjsTYsWNx+OGHo6qqCkKIkrpeNHBJxggh4jkWZ5xxBi677DJMnz4dJ554IlatWoWnn34aAHNxC4HYpC0cDmPkyJE4/fTT4fF4oGkaqqurEQwGUV9fj4qKCk7w8kjsuw8EArjqqqtw5plnxsO8fvzxR+zcuRNdu3bFmjVr8tlNAqMhFJscNDY2YsyYMTjmmGPQp08f/Pa3vwUA7Nq1Ky99JNHrFDNe//KXv+C7777DX//6V5xxxhk444wzMGfOHEybNg2//vWvAaCkJnrFhP5+2rp1K9avX48jjzwSt9xyC8455xy88847uP766zF9+vR4CCzJD7F534QJE7BkyRIcf/zx8X01NTXo0aMH3n333Xx1j7Siv6eam5vxzTffoKamBgCwZcsWPPfcc+jduzdefPHFfHUxJ9DAJWmzZMkSANFBLjb5rqurw/DhwwEAkyZNwpQpU3DHHXcgEonA4/HQaMoTsWsVW2To3bs3LrnkEgwePBhAYgDcvXs3hg0bBoATvHygv6di7LHHHujRoweAaBjY6NGjoSgK7rnnHhx77LH461//mpe+ljuyaxXj+++/R1NTE2pqajBv3jw89dRTOOusszB79mx8//33bd3VskZ/nbxeL4QQOPDAAzF+/HhceeWV6NSpEx566CHcfffduOiii3Dffffh8ccfjx9D2gbZ/dS9e3coioI777wT33//Pf7xj3/gsccew8qVK1FZWYkFCxZg3bp1+epy2RK7VrF5Q1VVlaVNr169sHPnzvicg3O/tkd2T02cOBFDhgzBSSedhFNOOQVDhgxB586dsWHDBvzsZz/D5Zdfjg0bNuSry1mFBi5JmVdffRVDhgzBCSecgC+//BIej0fqne3Tpw+OO+44BINBzJs3DwAHubbGfK28Xq/hWsWuRyyE/Msvv8SYMWMM+0jucXtPeTwevPDCC3j11VexaNEinHfeefjVr36FhoaGPPS6PEl2rTRNw3//+19MmzYNAPDFF1+goqICr7zyCi655BL069cvX10vK+yuU2yy95e//AUXXXQRbrrpJowaNQrjxo3DRRddhPPOOy/+vKI4Tu5xup9CoRBmzJiBRYsW4ZtvvsHAgQPh9/tRWVmJm2++Ga+//jpL0bQhbp9TQggMGjQItbW1eP/99/PQ0/JGdp1i0SudOnXCSy+9hPvvvx8bNmzAvHnz8MILL+DBBx/EU089heeee65kFmE5epOUeO2113DXXXfh6KOPxvjx43H11VcDsObYxoyjcePG4ZhjjsFjjz2GH3/8Eaqq4oMPPmjzfpcjbq6V3kv72WefYcOGDRg1alR839q1awHQk5FL3Fyn2Pd/5ZVXYvLkyfB6vaipqcGoUaPQ0tKCL7/8Mi99LzeSXatYNMvAgQOxcOFCTJ06FX/6059w7rnnwuv1YuPGjfF2JHc4XadYSkaPHj1w8803o7a2Nn6c1+tF7969oShKyUzyCplk95PP58OkSZOwxx57wOv1orq6Ov7MGj16NEKhED24bYTbuR8QnTvs3LkTvXv3xsaNGxEMBhkR1kbYXaeYiB4AdO7cGTt27EBjYyNOO+20+PNo9OjRCAaDJZP6RAOXuCJmsPbu3RtTpkzB5ZdfjmuvvRYrVqzA888/DwDxFSIgYTh17NgR06dPR9++fXHxxRdjypQpOOWUU7B9+/a2/xBlQqrXKsYrr7yCoUOHom/fvvj4449xyCGH4NBDD0U4HKYnIwekcp3svv+33noLU6dOxejRo9um02WK22ulqirq6+vxzjvv4M4778TYsWPx9ttv4w9/+APOOOMMXHjhhWhpaeH9lCNSuU4AUF1dbTn+s88+w/jx4+lpzyFurlMwGAQAjB8/HmeeeSbeffdd/O1vf4tHqyxatAj77rsvxo0bl58PUSakM58QQqBDhw7o3LkzfvjhB/j9fi7q5ZhUr5PH48GWLVuwcePG+Hj44osvYvDgwZgwYULbf4AcoNTX1zMOkdiycuVKDBgwAB07doxvC4fD8Hq92LlzJ2688UYsXrw47kGSqbB9/vnnOPvss/H111/j/PPPxy233EIF2ByQ6bW6+OKLUV1djYqKCtx33304/fTTcdttt/FaZZlMr9OWLVvQ0NCA22+/HW+88QZ+97vf4fjjjy85BcRCINVrFQqF4PP5sHjxYnTt2hX77rtv/Lg1a9bgueeewzXXXEMDN8tkek9t3rwZTU1NuO222/DWW2/hjjvuwIEHHsh7Ksukep1i2h0NDQ3405/+hPnz52PYsGGora3F4sWLcd111+Gyyy7jdcoBmdxTsUiWBx54ALfccgv+85//oGvXrnn5HKVOqtcpdm2+/PJL/PKXv8THH3+M8847D+vWrcNLL72EK664Atdcc02+Pk5W8cydO/fX+e4EKTxeeOEFnHjiiXjppZcwf/581NfXY/DgwYYQoUAggF69euHvf/87GhsbMXnyZIPgFBANlzjttNPQv39/vPjiizjllFMMoRIkc7JxrXbt2oWrrroK7733HrxeL55++ul4bVySHbJxnVasWIGHH34Yv/jFL6AoCh555BFMmjQJAEXBskkm18rj8WCPPfYwhL4C0bCwSZMm8TplkWzcU++//z4eeOAB3HDDDfB4PHjkkUcMaRokczK9Tn6/H1OnTsXgwYNRU1MDIQTuvPPOeJ47r1P2yMY9FWu3fPlydDQIrmcAAAXESURBVO3aFUceeST8fn/ePlMpku51CofD8Hg86NatG8aPH4+NGzfixx9/hKZpWLBgAaZPn57nT5Y9aOASCx999BGuu+46zJ49G1dccQV69+6NP//5z9i2bRvGjRuHyspKRCIRqKqKmpoaaJqG2267DRdddBGqqqrQ0tICIQQ8Hg+8Xi8OOugg3HTTTejUqVO+P1rJkY1r5fF4sH37djQ0NOCmm27CL37xC662ZplMr1Nzc3M8By0cDuPUU0/F3Llz0blz53x/tJIjk2sVK7UFUKAo12T7njr99NNxww038J7KMtl4RsUWjgYNGoQJEybgsMMOQ5cuXfL90UqObFwrRVHiY9+YMWNw9NFH07jNMpk+o5qbmwFEBaeOOuooTJs2DSeddFLJjX00cEmcWIjJK6+8gjfffBN33nkn+vXrh9GjRyMQCGDx4sXYuXMnJk2aFB/AYqIcb775Jj766CMMHjwYc+bMQV1dHfr27YuamhrU1dXl94OVINm8Vv369cPQoUNx6KGHYsCAAXn+ZKVFtq7TpZdeir59+2LQoEEYMmQI8wNzQDbvqf79+6Nv3755/kSlSS7uqaFDh6J///55/mSlRTavU2w+QXJDrsY+LvJll2zeU7HrpCgKfD5fnj9ZbuCvj8SJhTV89913GDBggCHs58wzz8S+++6Lf/3rX/jqq68AJGqq1tXV4fTTT8czzzyDiRMnQlEU7Lfffm3/AcoIXqvigNepeOC1Kg54nYqDbF0nALxOOYb3VHHA65QaNHDLmDfeeAPXXnst/vznP+Ptt9+Obx83bhw++OADbNq0CUA0Kb26uhrTp0+HEAKLFy8GEFVha2pqwn333ff/27t7kGayMAzDD2YJo72p4g92FtrZaKVpRFEIqGirgiAWASsbbawsRQQrsVWsYh0QRGzESgwIETuTWiRh0Nniw8AHu7CrsrPPzH2VA4FzuKs3hzmjnZ0djY2N6erqSmdnZwqCIJY9JRWtPNDJB6080MkDnXzQygOdvocBN4VeXl60uLiotbU1vb6+6vz8XAsLC6pUKoqiSIVCQX19fdrf3//td4VCQR0dHarVau1njUZD19fXOjg40MXFhQYHB//r7SQarTzQyQetPNDJA5180MoDnX4GnwlKmbe3N21ubqrVaml7e7v9fuzU1JS6u7t1cnKij48PnZ6ean19XeVyuX1LqyStrq6qXq+rXC7HtIP0oJUHOvmglQc6eaCTD1p5oNPP4QQ3Zbq6upTNZrW0tKT+/v72jZ+Tk5N6fHxsX/VeLBY1PT2tUqmky8tLRVGker2uWq2m+fn5mHeRDrTyQCcftPJAJw908kErD3T6OZzgplAYhu1b0z5vZdvY2FAYhjo6Omo/azabmpub08PDg4aHh1WtVpXP53V8fKx8Ph/zLtKBVh7o5INWHujkgU4+aOWBTj+DAReSpJmZGRWLRS0vLyuKovZ35xqNhu7v73V3d6eenh7+GfofoJUHOvmglQc6eaCTD1p5oNO/90fcC0D8np+fVa1WNTQ0JOnXVeRhGCqTySiXyymXy2l8fDzmVUKilQs6+aCVBzp5oJMPWnmg09fwDm6KRdGvw/ubmxt1dnZqZGREkrS3t6eVlZXfbmJDvGjlgU4+aOWBTh7o5INWHuj0PZzgptjnR6Jvb281OzurSqWiUqmkVqulw8NDDQwMxLxCfKKVBzr5oJUHOnmgkw9aeaDT9/AObso1m02Njo7q6elJ2WxWW1tbKpVKcS8Lf4FWHujkg1Ye6OSBTj5o5YFOX8cJbsoFQaDe3l5NTExod3dXQRDEvST8DVp5oJMPWnmgkwc6+aCVBzp9HSe40Pv7uzKZTNzLwD9AKw908kErD3TyQCcftPJAp69hwAUAAAAAJAK3KAMAAAAAEoEBFwAAAACQCAy4AAAAAIBEYMAFAAAAACQCAy4AAAAAIBEYcAEAAAAAicCACwAAAABIhD8BMvxWtoZpN24AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_rolling_sharpe(returns=returns)\n",
    "plt.gcf().set_size_inches(14, 8);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Rolling Beta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-30T23:26:29.985556Z",
     "start_time": "2018-10-30T23:26:28.428566Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_rolling_beta(returns=returns, factor_returns=benchmark_rets)\n",
    "plt.gcf().set_size_inches(14, 8);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Drawdown Periods"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The plot_drawdown_periods(returns) function plots the principal drawdown periods for the portfolio, and several other plotting functions show the rolling SR and rolling factor exposures to the market beta or the Fama French size, growth, and momentum factors:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-30T23:26:32.179611Z",
     "start_time": "2018-10-30T23:26:29.986788Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows=2, ncols=2, figsize=(16, 10))\n",
    "axes = ax.flatten()\n",
    "\n",
    "plot_drawdown_periods(returns=returns, ax=axes[0])\n",
    "plot_rolling_beta(returns=returns, factor_returns=benchmark_rets, ax=axes[1])\n",
    "plot_drawdown_underwater(returns=returns, ax=axes[2])\n",
    "plot_rolling_sharpe(returns=returns)\n",
    "plt.tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This plot, which highlights a subset of the visualization contained in the various tear sheets, illustrates how pyfolio allows us to drill down into the performance characteristics and exposure to fundamental drivers of risk and returns."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Modeling Event Risk"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pyfolio also includes timelines for various events that you can use to compare the performance of a portfolio to a benchmark during this period, for example, during the fall 2015 selloff following the Brexit vote."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-30T23:26:37.858940Z",
     "start_time": "2018-10-30T23:26:37.623342Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "interesting_times = extract_interesting_date_ranges(returns=returns)\n",
    "(interesting_times['Fall2015']\n",
    " .to_frame('pf').join(benchmark_rets)\n",
    " .add(1).cumprod().sub(1)\n",
    " .plot(lw=2, figsize=(14, 6), title='Post-Brexit Turmoil'))\n",
    "plt.tight_layout()"
   ]
  }
 ],
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    "name": "ipython",
    "version": 3
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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  "toc": {
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   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
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   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "222px"
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   "toc_section_display": true,
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 },
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}
